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finetune

Additional Functions for Model Tuning

v1.3.0 · Apr 18, 2026 · MIT + file LICENSE

Description

The ability to tune models is important. 'finetune' enhances the 'tune' package by providing more specialized methods for finding reasonable values of model tuning parameters. Two racing methods described by Kuhn (2014) <doi:10.48550/arXiv.1405.6974> are included. An iterative search method using generalized simulated annealing (Bohachevsky, Johnson and Stein, 1986) <doi:10.1080/00401706.1986.10488128> is also included.

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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 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'tune', 'parsnip', 'workflows'

Packages suggested but not available for checking:
  'discrim', 'klaR', 'recipes', 'rsample'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 26, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-linux-x86_64-fedora-clang

tests

Running ‘spelling.R’
  Running ‘testthat.R’ [91s/195s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > 
  > suppressPackageStartupMessages(library(finetune))
  > 
  > # CRAN wants packages to be able to be check without the Sugge
...[truncated]...
g.
  Backtrace:
      ▆
   1. └─parsnip::condense_control(control_sim_anneal(), control_grid())
   2.   └─cli::cli_abort(...)
   3.     └─rlang::abort(...)
  
  [ FAIL 6 | WARN 827 | SKIP 19 | PASS 114 ]
  Error:
  ! Test failures.
  Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Code metrics have not been computed for this package yet.

Reverse Dependencies (5)

imports

Dependency Network

Dependencies Reverse dependencies tune cli dials dplyr ggplot2 parsnip (>= 1.1.0) purrr rlang tibble tidyr tidyselect vctrs workflows fastml mrIML kerasnip shinymodels workflowsets finetune

Version History

11 tracked
updated 1.3.0 ← 1.2.1 diff Apr 18, 2026
new 1.2.1 Mar 10, 2026
updated 1.2.1 ← 1.2.0 diff May 19, 2025
updated 1.2.0 ← 1.1.0 diff Mar 20, 2024
updated 1.1.0 ← 1.0.1 diff Apr 18, 2023
updated 1.0.1 ← 1.0.0 diff Oct 11, 2022
updated 1.0.0 ← 0.2.0 diff Sep 5, 2022
updated 0.2.0 ← 0.1.1 diff Mar 23, 2022
updated 0.1.1 ← 0.1.0 diff Feb 20, 2022
updated 0.1.0 ← 0.0.1 diff Jul 20, 2021
new 0.0.1 Nov 19, 2020