Creates a Task of arbitrary size. Predefined task generators are stored in mlr_generators.

Format

R6::R6Class object.

Construction

g = Generator$new(id, task_type, packages = character(0L), param_set = ParamSet$new(), param_vals = list())
  • id :: character(1)
    Identifier for the learner.

  • task_type :: character(1)
    Type of the task the learner can operator on. E.g., "classif" or "regr".

  • packages :: character()
    Set of required packages. Note that these packages will be loaded via requireNamespace(), and are not attached.

  • param_set :: paradox::ParamSet
    Set of hyperparameters.

  • param_vals :: named list()
    List of hyperparameter settings.

Fields

  • id :: character(1)
    Stores the identifier of the learner.

  • packages :: character()
    Stores the names of required packages.

  • param_set :: paradox::ParamSet
    Description of available hyperparameters and hyperparameter settings.

  • task_type :: character(1)
    Stores the type of class this learner can operate on, e.g. "classif" or "regr". A complete list of task types is stored in mlr_reflections$task_types.

Methods

  • generate(n)
    integer(1) -> Task
    Creates a task of type task_type with n observations, possibly using additional settings stored in param_set.