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DESCRIPTION
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Package: mlr3hyperband
Title: Hyperband for 'mlr3'
Version: 0.6.0.9000
Authors@R: c(
person("Marc", "Becker", , "marcbecker@posteo.de", role = c("aut", "cre"),
comment = c(ORCID = "0000-0002-8115-0400")),
person("Sebastian", "Gruber", , "gruber_sebastian@t-online.de", role = "aut",
comment = c(ORCID = "0000-0002-8544-3470")),
person("Jakob", "Richter", , "jakob1richter@gmail.com", role = "aut",
comment = c(ORCID = "0000-0003-4481-5554")),
person("Julia", "Moosbauer", , "ju.moosbauer@googlemail.com", role = "aut",
comment = c(ORCID = "0000-0002-0000-9297")),
person("Bernd", "Bischl", , "bernd_bischl@gmx.net", role = "aut",
comment = c(ORCID = "0000-0001-6002-6980"))
)
Description: 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.
License: LGPL-3
URL: https://mlr3hyperband.mlr-org.com,
https://github.com/mlr-org/mlr3hyperband
BugReports: https://github.com/mlr-org/mlr3hyperband/issues
Depends:
mlr3tuning (>= 1.0.0),
R (>= 3.1.0)
Imports:
bbotk (>= 1.0.0),
checkmate (>= 1.9.4),
data.table,
lgr,
mlr3 (>= 0.13.1),
mlr3misc (>= 0.10.0),
paradox (>= 0.9.0),
R6,
uuid
Suggests:
emoa,
mlr3learners (>= 0.5.2),
mlr3pipelines,
rpart,
redux,
rush,
testthat (>= 3.0.0),
xgboost
Remotes:
mlr-org/rush@mirai,
mlr-org/mlr3tuning
Config/testthat/edition: 3
Config/testthat/parallel: true
Encoding: UTF-8
NeedsCompilation: no
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Collate:
'OptimizerAsyncSuccessiveHalving.R'
'aaa.R'
'OptimizerBatchSuccessiveHalving.R'
'OptimizerBatchHyperband.R'
'TunerAsyncSuccessiveHalving.R'
'TunerBatchHyperband.R'
'TunerBatchSuccessiveHalving.R'
'bibentries.R'
'helper.R'
'zzz.R'