ingredients

2.3.0

Effects and Importances of Model Ingredients

10packages depend

110Kdownloads / year

83.5%test coverage

11/13checks pass

Overview

About

Maintained by Przemyslaw BiecekFirst published 2019-04-0914 releasesCRAN page ↗GitHub ↗

Collection of tools for assessment of feature importance and feature effects. Key functions are: feature_importance() for assessment of global level feature importance, ceteris_paribus() for calculation of the what-if plots, partial_dependence() for partial dependence plots, conditional_dependence() for conditional dependence plots, accumulated_dependence() for accumulated local effects plots, aggregate_profiles() and cluster_profiles() for aggregation of ceteris paribus profiles, generic print() and plot() for better usability of selected explainers, generic plotD3() for interactive, D3 based explanations, and generic describe() for explanations in natural language. The package 'ingredients' is a part of the 'DrWhy.AI' universe (Biecek 2018) arXiv:1806.08915.

Install

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

install.packages("ingredients", 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("ModelOriented/ingredients")

Development version from ModelOriented/ingredients. 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-ingredients

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-ingredients

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-ingredients

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

2NOTE11OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 20.5 min · r-devel-linux-x86_64-fedora-clang

Code health

Yes

Tests · ratio 0.19

83.5%

Coverage · measured lines

100%

Documentation · exports

Dependencies · direct

Check history

NOTE2026-03-10
12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 33% structuredCode of conductNoContributing guideNo

Examples that run: 93%
Documented parameters: 100%
Return-value docs: 95%
References docs: 81%

Downloads

110K

CRAN downloads in the past year

Rank #1,462 · ~301/day · ~9.2K/mo

Releases R versions

Daily download trend is not available in this view yet.

4.9K30 days

21.3K90 days

110K1 year

Compare downloads with other packages →

Also on4.6K r2u38 autocran2.5K conda_forge46 c2d4u

Repository

GitHub ↗ modeloriented/ingredients

38Stars

19Forks

3Open issues

2Open PRs

3Releases

339Commits

18Contributors

License GPL-3.0 · 339 commits · Last activity 2023-03-15

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/modeloriented/ingredients on 2026-07-19.

Continuous integration (1)

GitHub Actions

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

Git structural (1)

.gitattributes

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

12 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5

Imports (4)

ggplot2 scales gridExtramethods

LinkingTo (0)

none

Suggests (9)

DALEX gower ranger testthat r2d3 jsonlite knitr rmarkdown covr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

10direct

14indirect

DALEX arenar drifter localModel modelStudio rSAFE DALEXtra h3sdm survex vivo

Code & Tests

People & History

People (3)

Maintainer (1)

Przemyslaw Biecek

Author, Maintainer

Authors (2)

Przemyslaw Biecek

Author, Maintainer

Hubert Baniecki

Author

Contributors (1)

Adam Izdebski

Contributor · added in 0.3.9

Listed in earlier versions (1)

Katarzyna Pekala

no longer listed · 0.3.9 to 0.4

Package Timeline

14 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
2.3.0Latest
2023-01-15 · current release · diff ↗
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
2.2.0
2021-04-10 · diff ↗
2.0.1
2021-02-05 · diff ↗
2.0
2020-09-01 · diff ↗
1.3.1
2020-07-29 · diff ↗
1.3.0
2020-07-01 · diff ↗
R
R 4.0.0 released · 2020-04-24
1.2.0
2020-04-20 · diff ↗
1.1
2020-03-11 · diff ↗
1.0
2020-02-18 · diff ↗

Show 7 earlier events

0.5.0
2019-12-20 · diff ↗
0.4
2019-10-27 · diff ↗
0.3.9
2019-08-27 · diff ↗
0.3.3
2019-05-01 · diff ↗
R
R 3.6.0 released · 2019-04-26
0.3.1
2019-04-09
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2019-04-09
Total releases: 14 / 7 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.5
Download size: 2.4 MB
Installed size: not tracked yet
With dependencies: not tracked yet

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