R Observatory: Metrics for rSAFE version 0.1.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

rSAFE

0.1.4

Surrogate-Assisted Feature Extraction

0packages depend

3Kdownloads / year

97.3%test coverage

13/13checks pass

Overview

About

Maintained by Alicja GosiewskaFirst published 2021-03-313 releasesCRAN page ↗GitHub ↗

Provides a model agnostic tool for white-box model trained on features extracted from a black-box model. For more information see: Gosiewska et al. (2020) doi:10.1016/j.dss.2021.113556.

Install

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

install.packages("rSAFE", 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/rSAFE")

Development version from ModelOriented/rSAFE. 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-rsafe

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-rSAFE

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-rSAFE

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

Health

CRAN checks

13OK

Slowest check: 5.7 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.37

97.3%

Coverage · measured lines

100%

Documentation · exports

8

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-07
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 0%

Downloads

3K

CRAN downloads in the past year

Rank #17,685 · ~8/day · ~247/mo

Releases R versions

Daily download trend is not available in this view yet.

14430 days

61390 days

3K1 year

Compare downloads with other packages →

Also on96 r2u

Repository

GitHub ↗ modeloriented/rsafe

28Stars

6Forks

2Open issues

0Open PRs

1Releases

97Commits

7Contributors

machine-learninginterpretabilityxaiimlfeature-extractionfeature-engineering

License GPL-3.0 · 97 commits · Last activity 2022-08-13

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/modeloriented/rsafe on 2026-08-16.

Continuous integration (2)

GitHub ActionsTravis CI

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (8)

DALEX dendextend ggplot2 ggpubrgrDevicesingredients setsstats

LinkingTo (0)

none

Suggests (8)

gbm knitr pander randomForest rmarkdown spelling testthat vdiffr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (4)

Maintainer (1)

Alicja Gosiewska

Author, Maintainer

Authors (3)

Alicja Gosiewska

Author, Maintainer

Przemyslaw Biecek

Author, Thesis advisor

Anna Gierlak

Author

Contributors (1)

Michal Burdukiewicz

Contributor

Package Timeline

3 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
0.1.4Latest
2022-08-13 · current release · diff ↗
R
R 4.2.0 released · 2022-04-22
0.1.3
2022-02-08 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.1.2
2021-03-31
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2021-03-31
Total releases: 3 / 5 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.5.0
Bundled data: 138 KB / 3 files
Download size: 224 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rSAFE")

Format

Gosiewska, A., Biecek, P., Burdukiewicz, M., & Gierlak, A. (2022). rSAFE: Surrogate-Assisted Feature Extraction (Version 0.1.4) [Computer software]. https://doi.org/10.32614/CRAN.package.rSAFE

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 rSAFE version 0.1.4 [Data set]. HJJB, LLC. Data release v2026-08-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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