R Observatory: Metrics for workflowsets version 1.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

workflowsets

1.1.1Package record

Create a Collection of 'tidymodels' Workflows

7packages dependsuggested by 6

335Kdownloads / year

87.8%test coverage

13/13flavors OK

Overview

About

Maintained by Hannah FrickCRAN page ↗GitHub ↗Website ↗Issues ↗Declared funder: Posit Software, PBC

A workflow is a combination of a model and preprocessors (e.g, a formula, recipe, etc.) (Kuhn and Silge (2021) https://www.tmwr.org/). In order to try different combinations of these, an object can be created that contains many workflows. There are functions to create workflows en masse as well as training them and visualizing the results.

Changes in 1.1.1

Added a collect_extracts() method for workflow sets (@jrosell, #156).
The deprecation of the pull_*() functions has been moved forward. These functions now error. Please use the extract_*() functions instead (#178).
Increased the minimum required R version to R 4.1.

From NEWS.md in the release

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("workflowsets", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("tidymodels/workflowsets")

Development version from tidymodels/workflowsets. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-workflowsets

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-workflowsets

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-workflowsets

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 6.5 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-07-04
WARNING12 OK, 1 WARNING2026-07-03
OK13 OK2026-06-09

Show 2 earlier changesHide 2 earlier changes

ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.1.1

READMEYes · 491 wordsVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 1.1.1Citation fileNoWebsiteYes · pkgdown

Help pages: 18 (2 internal)includes a package overview page
Examples that run: 100%15 run in a plain check (4 of them under a condition)
Exported functions with examples: 83%
Documented parameters: 100%
Return-value docs: 83%
Help pages citing references: 6%

Vignettes (1)

Evaluating different predictor sets HTML

How these are measured

Downloads

335K

CRAN downloads in the past year

Rank #753 · ~918/day · ~27.9K/mo

Releases R versions

Daily download trend is not available in this view yet.

20K30 days

66.3K90 days

335K1 year

Compare downloads with other packages →

Also on8.9K r2u6 autocran34.7K conda_forge206 c2d4u

How downloads are counted

Repository

tidymodels/workflowsets ↗Organization: tidymodels

99Stars

13Forks

14Open issues

0Open PRs

8Releases

350Commits

10Commit identities

350 commits · Last activity 2026-02-24 · +1% stars, 30d · Default branch at 1.1.1.9000, ahead of CRAN 1.1.1 (checked 2026-10-22)

Responsiveness

How these are sampled

PRs merged (all time): 97%
Median days to close, 50 most recently updated closed issues: 18
Median days to close, 50 most recently updated closed PRs: 1

Stars over time

2026-07-14 · 972026-10-17 · 99

How these are measured

PracticesBeta

15 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/tidymodels/workflowsets on 2026-10-22.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Governance and community (3)

Code of conductContributing guideCODEOWNERS

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-02-24 · The repository has a site deploy workflow

pkgdown site last built 2025-05-28

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 2 practices

CRAN release process (1)

cran-comments.md

Lint, format, editor (4)

Lint workflowAirVS CodeRStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

30 external dependencies (excludes base and recommended)

Installing workflowsets adds 93 packages (45 with compiled code, 73 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 4.1

Imports (19)

cli dplyr generics ggplot2 hardhat lifecycle parsnip pillar prettyunits purrr rlang rsample (>= 0.0.9)statstibble tidyr tune vctrs withr workflows

LinkingTo (0)

none

Suggests (12)

covr dials finetune kknn knitr modeldata recipes rmarkdown spelling testthat tidyclust yardstick

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

7direct

10indirect

Imports 7

Suggested by 6

Show all 13 packagesHide all 13 packages

Depends, Imports or LinkingTo, most downloaded first

tidymodels healthyR.ts tidyposterior psvr tidysdm tidyAML postcard

Suggests, most downloaded first

butcher stacks modeltime h3sdm classbound manydist

How these are counted

Code & Tests

Datasets

People & History

People (4)

Hannah Frick

Author, Maintainer since 1.1.1 (2025) · added in 1.1.1

Simon Couch

Author · added in 1.0.0

Max Kuhn

Author

Posit Software, PBC

Copyright holder, Funder · added in 1.0.1

Previously maintained by Simon Couch (1.0.0 to 1.1.0) and Max Kuhn (0.0.1 to 0.2.1).

Listed in earlier versions (1)

RStudio

no longer listed · 0.0.1 to 1.0.0

Releases (8)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.1.1Latest
record
2025-05-28 · current release · diff ↗ ·
added 1 export
collect_extracts
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
1.1.0
record
2024-03-21 · diff ↗ ·
added 2 exports
collect_notes, fit_best
R
R 4.3.0 released · 2023-04-21
1.0.1
record
2023-04-07 · diff ↗
1.0.0
record
2022-07-13 · diff ↗ ·
added 2 exports
extract_parameter_dials, extract_parameter_set_dials
R
R 4.2.0 released · 2022-04-22
0.2.1
record
2022-03-15 · diff ↗ ·
added 2 exports
update_workflow_model, update_workflow_recipe
0.1.0
record
2021-07-22 · diff ↗ ·
removed 6 exports
fit_resamples, size_sum, tbl_sum, tune_bayes, tune_grid, type_sum

added 8 exports
extract_fit_engine, extract_fit_parsnip, extract_mold, extract_preprocessor, extract_recipe, extract_spec_parsnip, extract_workflow, extract_workflow_set_result
R
R 4.1.0 released · 2021-05-18
0.0.2
record
2021-04-16 · diff ↗
0.0.1
record
2021-03-18
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2021-03-18
Total releases: 8 / 5 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1
Bundled data: 160 KB / 2 files
Download size: 380 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("workflowsets")

Format

Frick, H., Posit Software, PBC, Couch, S., & Kuhn, M. (2025). workflowsets: Create a Collection of 'tidymodels' Workflows (Version 1.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.workflowsets

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for workflowsets version 1.1.1 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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