library(tidymodels)
library(modeldata)
# Load data
data(cells)
set.seed(2369)
tr_te_split <- initial_split(cells %>% select(-case), prop = 3/4)
cell_train <- training(tr_te_split)
cell_test <- testing(tr_te_split)
set.seed(1697)
folds <- vfold_cv(cell_train, v = 10)Iterative Bayesian optimization of a classification model
tuning
SVMs
Identify the best hyperparameters for a model using Bayesian optimization of iterative search.
Introduction
To use code in this article, you will need to install the following packages: kernlab, modeldata, themis, and tidymodels.
Many of the examples for model tuning focus on grid search. For that method, all the candidate tuning parameter combinations are defined prior to evaluation. Alternatively, iterative search can be used to analyze the existing tuning parameter results and then predict which tuning parameters to try next.
There are a variety of methods for iterative search and the focus in this article is on Bayesian optimization. For more information on this method, these resources might be helpful:
Practical bayesian optimization of machine learning algorithms (2012). J Snoek, H Larochelle, and RP Adams. Advances in neural information.
A Tutorial on Bayesian Optimization for Machine Learning (2018). R Adams.
Gaussian Processes for Machine Learning (2006). C E Rasmussen and C Williams.
Cell segmenting revisited
To demonstrate this approach to tuning models, let’s return to the cell segmentation data from the Getting Started article on resampling:
The tuning scheme
Since the predictors are highly correlated, we can used a recipe to convert the original predictors to principal component scores. There is also slight class imbalance in these data; about 64% of the data are poorly segmented. To mitigate this, the data will be down-sampled at the end of the pre-processing so that the number of poorly and well segmented cells occur with equal frequency. We can use a recipe for all this pre-processing, but the number of principal components will need to be tuned so that we have enough (but not too many) representations of the data.
library(themis)
cell_pre_proc <-
recipe(class ~ ., data = cell_train) %>%
step_YeoJohnson(all_predictors()) %>%
step_normalize(all_predictors()) %>%
step_pca(all_predictors(), num_comp = tune()) %>%
step_downsample(class)In this analysis, we will use a support vector machine to model the data. Let’s use a radial basis function (RBF) kernel and tune its main parameter (\(\sigma\)). Additionally, the main SVM parameter, the cost value, also needs optimization.
svm_mod <-
svm_rbf(mode = "classification", cost = tune(), rbf_sigma = tune()) %>%
set_engine("kernlab")These two objects (the recipe and model) will be combined into a single object via the workflow() function from the workflows package; this object will be used in the optimization process.
svm_wflow <-
workflow() %>%
add_model(svm_mod) %>%
add_recipe(cell_pre_proc)From this object, we can derive information about what parameters are slated to be tuned. A parameter set is derived by:
svm_set <- extract_parameter_set_dials(svm_wflow)
svm_set
#> Collection of 3 parameters for tuning
#>
#> identifier type object
#> cost cost nparam[+]
#> rbf_sigma rbf_sigma nparam[+]
#> num_comp num_comp nparam[+]
#> The default range for the number of PCA components is rather small for this data set. A member of the parameter set can be modified using the update() function. Let’s constrain the search to one to twenty components by updating the num_comp parameter. Additionally, the lower bound of this parameter is set to zero which specifies that the original predictor set should also be evaluated (i.e., with no PCA step at all):
svm_set <-
svm_set %>%
update(num_comp = num_comp(c(0L, 20L)))Sequential tuning
Bayesian optimization is a sequential method that uses a model to predict new candidate parameters for assessment. When scoring potential parameter value, the mean and variance of performance are predicted. The strategy used to define how these two statistical quantities are used is defined by an acquisition function.
For example, one approach for scoring new candidates is to use a confidence bound. Suppose accuracy is being optimized. For a metric that we want to maximize, a lower confidence bound can be used. The multiplier on the standard error (denoted as \(\kappa\)) is a value that can be used to make trade-offs between exploration and exploitation.
Exploration means that the search will consider candidates in untested space.
Exploitation focuses in areas where the previous best results occurred.
The variance predicted by the Bayesian model is mostly spatial variation; the value will be large for candidate values that are not close to values that have already been evaluated. If the standard error multiplier is high, the search process will be more likely to avoid areas without candidate values in the vicinity.
We’ll use another acquisition function, expected improvement, that determines which candidates are likely to be helpful relative to the current best results. This is the default acquisition function. More information on these functions can be found in the package vignette for acquisition functions.
set.seed(12)
search_res <-
svm_wflow %>%
tune_bayes(
resamples = folds,
# To use non-default parameter ranges
param_info = svm_set,
# Generate five at semi-random to start
initial = 5,
iter = 50,
# How to measure performance?
metrics = metric_set(roc_auc),
control = control_bayes(no_improve = 30, verbose = TRUE)
)
#>
#> ❯ Generating a set of 5 initial parameter results
#> ✓ Initialization complete
#>
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performance
#> i Gaussian process model
#> ✓ Gaussian process model
#> i Generating 5000 candidates
#> i Predicted candidates
#> i Estimating performance
#> i Fold01: preprocessor 1/1
#> ✓ Fold01: preprocessor 1/1
#> i Fold01: preprocessor 1/1, model 1/1
#> ✓ Fold01: preprocessor 1/1, model 1/1
#> i Fold01: preprocessor 1/1, model 1/1 (extracts)
#> i Fold01: preprocessor 1/1, model 1/1 (predictions)
#> i Fold02: preprocessor 1/1
#> ✓ Fold02: preprocessor 1/1
#> i Fold02: preprocessor 1/1, model 1/1
#> ✓ Fold02: preprocessor 1/1, model 1/1
#> i Fold02: preprocessor 1/1, model 1/1 (extracts)
#> i Fold02: preprocessor 1/1, model 1/1 (predictions)
#> i Fold03: preprocessor 1/1
#> ✓ Fold03: preprocessor 1/1
#> i Fold03: preprocessor 1/1, model 1/1
#> ✓ Fold03: preprocessor 1/1, model 1/1
#> i Fold03: preprocessor 1/1, model 1/1 (extracts)
#> i Fold03: preprocessor 1/1, model 1/1 (predictions)
#> i Fold04: preprocessor 1/1
#> ✓ Fold04: preprocessor 1/1
#> i Fold04: preprocessor 1/1, model 1/1
#> ✓ Fold04: preprocessor 1/1, model 1/1
#> i Fold04: preprocessor 1/1, model 1/1 (extracts)
#> i Fold04: preprocessor 1/1, model 1/1 (predictions)
#> i Fold05: preprocessor 1/1
#> ✓ Fold05: preprocessor 1/1
#> i Fold05: preprocessor 1/1, model 1/1
#> ✓ Fold05: preprocessor 1/1, model 1/1
#> i Fold05: preprocessor 1/1, model 1/1 (extracts)
#> i Fold05: preprocessor 1/1, model 1/1 (predictions)
#> i Fold06: preprocessor 1/1
#> ✓ Fold06: preprocessor 1/1
#> i Fold06: preprocessor 1/1, model 1/1
#> ✓ Fold06: preprocessor 1/1, model 1/1
#> i Fold06: preprocessor 1/1, model 1/1 (extracts)
#> i Fold06: preprocessor 1/1, model 1/1 (predictions)
#> i Fold07: preprocessor 1/1
#> ✓ Fold07: preprocessor 1/1
#> i Fold07: preprocessor 1/1, model 1/1
#> ✓ Fold07: preprocessor 1/1, model 1/1
#> i Fold07: preprocessor 1/1, model 1/1 (extracts)
#> i Fold07: preprocessor 1/1, model 1/1 (predictions)
#> i Fold08: preprocessor 1/1
#> ✓ Fold08: preprocessor 1/1
#> i Fold08: preprocessor 1/1, model 1/1
#> ✓ Fold08: preprocessor 1/1, model 1/1
#> i Fold08: preprocessor 1/1, model 1/1 (extracts)
#> i Fold08: preprocessor 1/1, model 1/1 (predictions)
#> i Fold09: preprocessor 1/1
#> ✓ Fold09: preprocessor 1/1
#> i Fold09: preprocessor 1/1, model 1/1
#> ✓ Fold09: preprocessor 1/1, model 1/1
#> i Fold09: preprocessor 1/1, model 1/1 (extracts)
#> i Fold09: preprocessor 1/1, model 1/1 (predictions)
#> i Fold10: preprocessor 1/1
#> ✓ Fold10: preprocessor 1/1
#> i Fold10: preprocessor 1/1, model 1/1
#> ✓ Fold10: preprocessor 1/1, model 1/1
#> i Fold10: preprocessor 1/1, model 1/1 (extracts)
#> i Fold10: preprocessor 1/1, model 1/1 (predictions)
#> ✓ Estimating performanceThe resulting tibble is a stacked set of rows of the rsample object with an additional column for the iteration number:
search_res
#> # Tuning results
#> # 10-fold cross-validation
#> # A tibble: 510 × 5
#> splits id .metrics .notes .iter
#> <list> <chr> <list> <list> <int>
#> 1 <split [1362/152]> Fold01 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 2 <split [1362/152]> Fold02 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 3 <split [1362/152]> Fold03 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 4 <split [1362/152]> Fold04 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 5 <split [1363/151]> Fold05 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 6 <split [1363/151]> Fold06 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 7 <split [1363/151]> Fold07 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 8 <split [1363/151]> Fold08 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 9 <split [1363/151]> Fold09 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> 10 <split [1363/151]> Fold10 <tibble [5 × 7]> <tibble [0 × 3]> 0
#> # ℹ 500 more rowsAs with grid search, we can summarize the results over resamples:
estimates <-
collect_metrics(search_res) %>%
arrange(.iter)
estimates
#> # A tibble: 55 × 10
#> cost rbf_sigma num_comp .metric .estimator mean n std_err .config
#> <dbl> <dbl> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
#> 1 0.000977 3.16e- 3 5 roc_auc binary 0.346 10 0.114 Prepro…
#> 2 0.0131 1 e- 5 20 roc_auc binary 0.347 10 0.116 Prepro…
#> 3 0.177 1 e-10 0 roc_auc binary 0.357 10 0.112 Prepro…
#> 4 2.38 1 e+ 0 10 roc_auc binary 0.821 10 0.0141 Prepro…
#> 5 32 3.16e- 8 15 roc_auc binary 0.349 10 0.114 Prepro…
#> 6 29.1 9.86e- 1 5 roc_auc binary 0.798 10 0.0144 Iter1
#> 7 0.00154 9.93e- 1 17 roc_auc binary 0.394 10 0.0819 Iter2
#> 8 5.26 9.99e- 1 8 roc_auc binary 0.833 10 0.0139 Iter3
#> 9 6.46 1.62e- 1 2 roc_auc binary 0.794 10 0.0104 Iter4
#> 10 8.73 8.67e- 1 12 roc_auc binary 0.804 10 0.0172 Iter5
#> # ℹ 45 more rows
#> # ℹ 1 more variable: .iter <int>The best performance of the initial set of candidate values was AUC = 0.8214598. The best results were achieved at iteration 25 with a corresponding AUC value of 0.9008576. The five best results are:
show_best(search_res, metric = "roc_auc")
#> # A tibble: 5 × 10
#> cost rbf_sigma num_comp .metric .estimator mean n std_err .config .iter
#> <dbl> <dbl> <int> <chr> <chr> <dbl> <int> <dbl> <chr> <int>
#> 1 2.13 0.0389 9 roc_auc binary 0.901 10 0.00930 Iter25 25
#> 2 1.80 0.0402 9 roc_auc binary 0.901 10 0.00935 Iter23 23
#> 3 4.59 0.0253 9 roc_auc binary 0.901 10 0.00935 Iter43 43
#> 4 3.42 0.0366 9 roc_auc binary 0.901 10 0.00944 Iter26 26
#> 5 2.05 0.0520 9 roc_auc binary 0.901 10 0.00940 Iter17 17A plot of the search iterations can be created via:
autoplot(search_res, type = "performance")
There are many parameter combinations have roughly equivalent results.
How did the parameters change over iterations?
autoplot(search_res, type = "parameters") +
labs(x = "Iterations", y = NULL)
Session information
#> ─ Session info ─────────────────────────────────────────────────────
#> setting value
#> version R version 4.4.2 (2024-10-31)
#> os macOS Sequoia 15.3.2
#> system aarch64, darwin20
#> ui X11
#> language (EN)
#> collate en_US.UTF-8
#> ctype en_US.UTF-8
#> tz America/Los_Angeles
#> date 2025-03-21
#> pandoc 3.6.1 @ /usr/local/bin/ (via rmarkdown)
#> quarto 1.6.42 @ /Applications/quarto/bin/quarto
#>
#> ─ Packages ─────────────────────────────────────────────────────────
#> package * version date (UTC) lib source
#> broom * 1.0.7 2024-09-26 [1] CRAN (R 4.4.1)
#> dials * 1.4.0 2025-02-13 [1] CRAN (R 4.4.2)
#> dplyr * 1.1.4 2023-11-17 [1] CRAN (R 4.4.0)
#> ggplot2 * 3.5.1 2024-04-23 [1] CRAN (R 4.4.0)
#> infer * 1.0.7 2024-03-25 [1] CRAN (R 4.4.0)
#> kernlab * 0.9-33 2024-08-13 [1] CRAN (R 4.4.0)
#> modeldata * 1.4.0 2024-06-19 [1] CRAN (R 4.4.0)
#> parsnip * 1.3.1 2025-03-12 [1] CRAN (R 4.4.1)
#> purrr * 1.0.4 2025-02-05 [1] CRAN (R 4.4.1)
#> recipes * 1.2.0 2025-03-17 [1] CRAN (R 4.4.1)
#> rlang * 1.1.5 2025-01-17 [1] CRAN (R 4.4.2)
#> rsample * 1.2.1 2024-03-25 [1] CRAN (R 4.4.0)
#> themis * 1.0.3 2025-01-23 [1] CRAN (R 4.4.1)
#> tibble * 3.2.1 2023-03-20 [1] CRAN (R 4.4.0)
#> tidymodels * 1.3.0 2025-02-21 [1] CRAN (R 4.4.1)
#> tune * 1.3.0 2025-02-21 [1] CRAN (R 4.4.1)
#> workflows * 1.2.0 2025-02-19 [1] CRAN (R 4.4.1)
#> yardstick * 1.3.2 2025-01-22 [1] CRAN (R 4.4.1)
#>
#> [1] /Users/emilhvitfeldt/Library/R/arm64/4.4/library
#> [2] /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library
#> * ── Packages attached to the search path.
#>
#> ────────────────────────────────────────────────────────────────────