Package: mlr3hyperband 1.1.0
Marc Becker
mlr3hyperband: Hyperband for 'mlr3'
Successive Halving (Jamieson and Talwalkar (2016) <doi:10.48550/arXiv.1502.07943>) and Hyperband (Li et al. 2018 <doi:10.48550/arXiv.1603.06560>) optimization algorithm for the mlr3 ecosystem. The implementation in mlr3hyperband features improved scheduling and parallelizes the evaluation of configurations. The package includes tuners for hyperparameter optimization in mlr3tuning and optimizers for black-box optimization in bbotk.
Authors:
mlr3hyperband_1.1.0.tar.gz
mlr3hyperband_1.1.0.zip(r-4.7)mlr3hyperband_1.1.0.zip(r-4.6)mlr3hyperband_1.1.0.zip(r-4.5)
mlr3hyperband_1.1.0.tgz(r-4.6-any)mlr3hyperband_1.1.0.tgz(r-4.5-any)
mlr3hyperband_1.1.0.tar.gz(r-4.7-any)mlr3hyperband_1.1.0.tar.gz(r-4.6-any)
mlr3hyperband_1.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mlr3hyperband/json (API)
NEWS
| # Install 'mlr3hyperband' in R: |
| install.packages('mlr3hyperband', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mlr-org/mlr3hyperband/issues
Pkgdown/docs site:https://mlr3hyperband.mlr-org.com
automlbbotkhyperbandhyperparameter-tuningmachine-learningmlr3optimizationtunetuning
Last updated from:b1f358c5ad (on v1.1.0). Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 227 | ||
| source / vignettes | OK | 193 | ||
| linux-release-x86_64 | OK | 235 | ||
| macos-release-arm64 | OK | 169 | ||
| macos-oldrel-arm64 | OK | 228 | ||
| windows-devel | OK | 383 | ||
| windows-release | OK | 277 | ||
| windows-oldrel | OK | 197 | ||
| wasm-release | OK | 110 |
Exports:hyperband_budgethyperband_n_configshyperband_scheduleOptimizerAsyncSuccessiveHalvingOptimizerBatchHyperbandOptimizerBatchSuccessiveHalvingTunerAsyncSuccessiveHalvingTunerBatchHyperbandTunerBatchSuccessiveHalving
Dependencies:backportsbbotkcheckmateclicodetoolsdata.tabledigestevaluatefuturefuture.applyglobalslgrlistenvmiraimlbenchmlr3mlr3measuresmlr3miscmlr3tuningnanonextpalmerpenguinsparadoxparallellyPRROCR6rlanguuid
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| mlr3hyperband: Hyperband for 'mlr3' | mlr3hyperband-package mlr3hyperband |
| Hyperband Budget | hyperband_budget |
| Hyperband Configs | hyperband_n_configs |
| Hyperband Schedule | hyperband_schedule |
| Asynchronous Hyperparameter Optimization with Successive Halving | mlr_optimizers_async_successive_halving OptimizerAsyncSuccessiveHalving |
| Optimizer Using the Hyperband Algorithm | mlr_optimizers_hyperband OptimizerBatchHyperband |
| Hyperparameter Optimization with Successive Halving | mlr_optimizers_successive_halving OptimizerBatchSuccessiveHalving |
| Asynchronous Hyperparameter Tuning with Successive Halving | mlr_tuners_async_successive_halving TunerAsyncSuccessiveHalving |
| Tuner Using the Hyperband Algorithm | mlr_tuners_hyperband TunerBatchHyperband |
| Hyperparameter Tuning with Successive Halving | mlr_tuners_successive_halving TunerBatchSuccessiveHalving |
