CallbackAsyncTuning: Create Asynchronous Tuning Callback

In mlr3tuning: Hyperparameter Optimization for 'mlr3'

Create Asynchronous Tuning Callback

Description

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 ObjectiveTuning$eval().

on_eval_after_resample

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

on_eval_before_archive

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

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.

mlr3tuning documentation built on Oct. 27, 2024, 9:06 a.m.