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mlr3 0.21.0

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@be-marc be-marc released this 24 Sep 07:53
  • BREAKING CHANGE: Deprecated data_format and data_formats for Learner, Task, and DataBackend classes.
  • feat: The partition() function creates training, test and validation sets now.
  • perf: Optimize the runtime of fixing factor levels.
  • perf: Optimize the runtime of setting row roles.
  • perf: Optimize the runtime of marshalling.
  • perf: Optimize the runtime of Task$col_info.
  • fix: column info is now checked for compatibility during Learner$predict (#943).
  • BREAKING CHANGE: The predict time of the learner now stores the cumulative duration for all predict sets (#992).
  • feat: $internal_valid_task can now be set to an integer vector.
  • feat: Measures can now have an empty $predict_sets (#1094).
    This is relevant for measures that only extract information from the model of a learner (such as internal validation scores or AIC / BIC)
  • BREAKING CHANGE: Deprecated the $divide() method
  • fix: Task$cbind() now works with non-standard primary keys for data.frames (#961).
  • fix: Triggering of fallback learner now has log-level "info" instead of "debug" (#972).
  • feat: Added new measure regr.pinball here and in mlr3measures.
  • feat: Added new measure mu_auc here and in mlr3measures.
  • feat: Add option to calculate the mean of the true values on the train set in msr("regr.rsq").
  • feat: Default fallback learner is set when encapsulation is activated.
  • feat: Learners classif.debug and regr.debug have new methods $importance() and $selected_features() for testing, also in downstream packages.
  • feat: Create default fallback learner with default_fallback().
  • feat: Check column roles when using $set_col_roles() and $col_roles.
  • fix: Add predict set to learner hash.
  • BREAKING CHANGE: Encapsulation and the fallback learner are now set with the $encapsulate(method, fallback) method.
    The $fallback field is read-only now and the encapsulate status can be retrieved from the $encapsulation field.