Releases: mlr-org/mlr3tuning
Releases · mlr-org/mlr3tuning
mlr3tuning 0.12.1
- feat: Added a
as.data.table.DictionaryTuner
method. - feat:
$help()
method which opens manual page of aTuner
.
mlr3tuning 0.12.0
- feat:
as_search_space()
function to create search spaces fromLearner
and
ParamSet
objects. Allows to passTuningSpace
objects assearch_space
in
TuningInstanceSingleCrit
andTuningInstanceMultiCrit
. - feat:
keep_hotstart_stack
flag to removemlr3::HotstartStack
after tuning. - feat: Store errors and warnings in
Archive
. - feat: Default measure can be used in
auto_tuner()
andtune_nested()
.
mlr3tuning 0.11.0
- fix:
$assign_result()
method inTuningInstanceSingleCrit
when search space is empty. - feat: Default measure is used when no measure is supplied to
TuningInstanceSingleCrit
.
mlr3tuning 0.10.0
- Fixes bug in
TuningInstanceMultiCrit$assign_result()
. - Hotstarting of learners with previously fitted models.
- Remove deep clones to speed up tuning.
- Add
store_models
flag toauto_tuner()
. - Add
"noisy"
property toObjectiveTuning
.
mlr3tuning 0.9.0
- Adds
AutoTuner$base_learner()
method to extract the base learner from
nested learner objects. tune()
supports multi-criteria tuning.- Allows empty search space.
- Adds
TunerIrace
fromirace
package. extract_inner_tuning_archives()
helper function to extract inner tuning
archives.- Removes
ArchiveTuning$extended_archive()
method. Themlr3::ResampleResults
are
joined automatically byas.data.table.TuningArchive()
and
extract_inner_tuning_archives()
.
mlr3tuning 0.8.0
- Adds
tune()
,auto_tuner()
andtune_nested()
sugar functions. TuningInstanceSingleCrit
,TuningInstanceMultiCrit
andAutoTuner
can be
initialized withstore_benchmark_result = FALSE
andstore_models = TRUE
to allow measures to access the models.- Prettier printing methods.
mlr3tuning 0.7.0
- Fix
TuningInstance*$assign_result()
errors with required parameter bug. - Shortcuts to access
$learner()
,$learners()
,$learner_param_vals()
,
$predictions()
and$resample_result()
from benchmark result in archive. extract_inner_tuning_results()
helper function to extract inner tuning
results.
mlr3tuning 0.6.0
ArchiveTuning$data
is a public field now.
mlr3tuning 0.5.0
- Adds
TunerCmaes
from adagio package. - Fix
predict_type
inAutoTuner
. - Support to set
TuneToken
inLearner$param_set
and create a search space
from it. - The order of the parameters in
TuningInstanceSingleCrit
and
TuningInstanceSingleCrit
changed.
mlr3tuning 0.4.0
- Option to control
store_benchmark_result
,store_models
andcheck_values
inAutoTuner
.store_tuning_instance
must be set as a parameter during
initialization. - Fixes
check_values
flag inTuningInstanceSingleCrit
and
TuningInstanceMultiCrit
. - Removed dependency on orphaned package
bibtex
.