Due to business requirements, recipe steps should be logged. So I read recipes package options and found
verbose = TRUE, log_changes = TRUE
My main issue is that this seems to truncate output so when many variables are removed in a step, you only get a glimpse of a bunch of them
step_corr(all_predictors(), threshold = 0.7)
Correlation filter removed cost, age, identifier, genre, ... [trained]
So this kind of log is incomplete. This information should be available to business users to check the accuracy of the pre-process steps or just for model documentation
Is there any way of getting a complete log from recipe steps execution to file?