Create Asynchronous Tuning Callback

Specialized bbotk::CallbackAsync for asynchronous tuning. Callbacks allow to customize the behavior of processes in mlr3tuning. The callback_async_tuning() function creates a CallbackAsyncTuning. Predefined callbacks are stored in the dictionary mlr_callbacks and can be retrieved with clbk(). For more information on tuning callbacks see callback_async_tuning().

Super classes

mlr3misc::Callback -> bbotk::CallbackAsync -> CallbackAsyncTuning

Public fields

on_eval_after_xs

(function())
Stage called after xs is passed. Called in ObjectiveTuningAsync$eval().

on_eval_after_resample

(function())
Stage called after hyperparameter configurations are evaluated. Called in ObjectiveTuningAsync$eval().

on_eval_before_archive

(function())
Stage called before performance values are written to the archive. Called in ObjectiveTuningAsync$eval().

on_tuning_result_begin

(function())
Stage called before the results are written. Called in TuningInstance*$assign_result().

Methods

Public methods

• CallbackAsyncTuning$clone()

Inherited methods

• mlr3misc::Callback$call()
• mlr3misc::Callback$format()
• mlr3misc::Callback$help()
• mlr3misc::Callback$initialize()
• mlr3misc::Callback$print()

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Method clone()

The objects of this class are cloneable with this method.

Usage

CallbackAsyncTuning$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.