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mlr3tuning

Hyperparameter Optimization for 'mlr3'

v1.6.0 · Mar 16, 2026 · LGPL-3

Description

Hyperparameter optimization package of the 'mlr3' ecosystem. It features highly configurable search spaces via the 'paradox' package and finds optimal hyperparameter configurations for any 'mlr3' learner. 'mlr3tuning' works with several optimization algorithms e.g. Random Search, Iterated Racing, Bayesian Optimization (in 'mlr3mbo') and Hyperband (in 'mlr3hyperband'). Moreover, it can automatically optimize learners and estimate the performance of optimized models with nested resampling.

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CRAN Check Status

13 OK
Show all 13 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 8, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 7, 2026
ERROR r-devel-linux-x86_64-debian-gcc

tests

Running ‘testthat.R’ [335s/415s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > if (requireNamespace("testthat", quietly = TRUE)) {
  +   library("testthat")
  +   library("checkmate")
  +   library("mlr3tuning")
  +   test_chec
...[truncated]...
")
  
  [ FAIL 1 | WARN 3 | SKIP 24 | PASS 1762 ]
  Error:
  ! Test failures.
  Warning message:
  In dir.create(path, recursive = TRUE) :
    cannot create dir '/tmp/Rtmp9pMJkj/file18912a7c078b87', reason 'No space left on device'
  Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (18)

Dependency Network

Dependencies Reverse dependencies mlr3 paradox bbotk checkmate cli data.table lgr mlr3misc R6 MantaID mlr3hyperband mlr3mbo mlr3tuningspaces DoubleML FoRecoML VIM mlr3verse mlrintermbo sense xtdml interflex miesmuschel mlr3resampling mlr3spatiotempcv +3 more reverse deps mlr3tuning

Version History

40 tracked
updated 1.6.0 ← 1.5.1 diff Mar 16, 2026
new 1.5.1 Mar 10, 2026
updated 1.5.1 ← 1.5.0 diff Dec 13, 2025
updated 1.5.0 ← 1.4.0 diff Nov 6, 2025
updated 1.4.0 ← 1.3.0 diff Jun 3, 2025
updated 1.3.0 ← 1.2.1 diff Dec 16, 2024
updated 1.2.1 ← 1.2.0 diff Nov 25, 2024
updated 1.2.0 ← 1.1.0 diff Nov 7, 2024
updated 1.1.0 ← 1.0.2 diff Oct 26, 2024
updated 1.0.2 ← 1.0.1 diff Oct 13, 2024
updated 1.0.1 ← 1.0.0 diff Sep 9, 2024
updated 1.0.0 ← 0.20.0 diff Jun 28, 2024
updated 0.20.0 ← 0.19.2 diff Mar 4, 2024
updated 0.19.2 ← 0.19.1 diff Nov 27, 2023
updated 0.19.1 ← 0.19.0 diff Nov 19, 2023