mlr3tuning Unreleased

  • Option to control store_benchmark_result, store_models and check_values in AutoTuner. store_tuning_instance must be set as a parameter during initialization.

mlr3tuning 0.3.0 2020-09-08

  • Compact in-memory representation of R6 objects to save space when saving mlr3 objects via saveRDS(), serialize() etc.
  • Archive is ArchiveTuning now which stores the benchmark result in $benchmark_result. This change removed the resample results from the archive but they can be still accessed via the benchmark result.
  • Warning message if external package for tuning is not installed.
  • To retrieve the inner tuning results in nested resampling,$learner[[1]]$tuning_result must be used now.

mlr3tuning 0.2.0 2020-07-28

  • TuningInstance is now TuningInstanceSingleCrit. TuningInstanceMultiCrit is still available for multi-criteria tuning.
  • Terminators are now accessible by trm() and trms() instead of term() and terms().
  • Storing of resample results is optional now by using the store_resample_result flag in TuningInstanceSingleCrit and TuningInstanceMultiCrit
  • TunerNLoptr adds non-linear optimization from the nloptr package.
  • Logging is controlled by the bbotk logger now.
  • Proposed points and performance values can be checked for validity by activating the check_values flag in TuningInstanceSingleCrit and TuningInstanceMultiCrit.

mlr3tuning 0.1.3 Unreleased

  • mlr3tuning now depends on the bbotk package for basic tuning objects. Terminator classes now live in bbotk. As a consequence ObjectiveTuning inherits from bbotk::Objective, TuningInstance from bbotk::OptimInstance and Tuner from bbotk::Optimizer
  • TuningInstance$param_set becomes TuningInstance$search_space to avoid confusion as the param_set usually contains the parameters that change the behaviour of an object.
  • Tuning is triggered by $optimize() instead of $tune()

mlr3tuning 0.1.2 2020-01-31

  • Fixed a bug in AutoTuner where a $clone() was missing. Tuning results are unaffected, only stored models contained wrong hyperparameter values (#223).
  • Improved output log (#218).

mlr3tuning 0.1.1 2019-12-06

  • Maintenance release.

mlr3tuning 0.1.0 2019-09-30

  • Initial prototype.