R Observatory: Metrics for validmind version 2.12.5

Balamuta, James Joseph

validmind

2.12.5

Interface to the 'ValidMind' Platform

0packages depend

6.2Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Andres RodriguezFirst published 2024-04-083 releasesCRAN page ↗GitHub ↗

Deploy, execute, and analyze the results of models hosted on the 'ValidMind' Platform https://validmind.ai. This package interfaces with the 'Python' Library API in order to allow advanced diagnostics and insight into trained models all from an 'R' environment.

Install

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

install.packages("validmind", 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("validmind/validmind-library")

Development version from validmind/validmind-library. 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-validmind

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-validmind

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-validmind

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

Health

CRAN checks

13OK

Slowest check: 2.7 min · r-devel-linux-x86_64-fedora-clang

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

8

Dependencies · direct

Check history

OK2026-08-04
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
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 618 wordsVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 17%
Documented parameters: 98%
Return-value docs: 86%
References docs: 0%

Downloads

6.2K

CRAN downloads in the past year

Rank #7,973 · ~17/day · ~519/mo

Releases R versions

Daily download trend is not available in this view yet.

9730 days

1.2K90 days

6.2K1 year

Compare downloads with other packages →

Also on109 r2u1 autocran

Repository

GitHub ↗ validmind/validmind-library

10Stars

4Forks

0Open issues

11Open PRs

40Releases

2,486Commits

26Contributors

2,486 commits · Last activity 2026-08-04 · -9.1% stars, 30d

Stars over time

2025-05-06 · 92026-07-17 · 10

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/validmind/validmind-library on 2026-08-03.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

Makefile

Automation and maintenance (1)

pre-commit

Lint, format, editor (1)

VS Code

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

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (8)

glue reticulate dplyr plotly htmltools rmarkdown DT base64enc

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (1)

Maintainer (1)

Andres Rodriguez

Author, Maintainer, Copyright holder

Authors (1)

Andres Rodriguez

Author, Maintainer, Copyright holder

Copyright holders (1)

Andres Rodriguez

Author, Maintainer, Copyright holder

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
2.12.5Latest
2026-03-26 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
0.1.2
2024-11-07 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.1.1
2024-04-08
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2024-04-08
Total releases: 3 / 2 yrs
License: AGPL-3 OSI
Download size: 9.5 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Start here. This is the citation for the package itself.

citation("validmind")

CRAN DOI

https://doi.org/10.32614/CRAN.package.validmind

BibTeX, derived from DESCRIPTION

@Manual{validmind,
  title  = {validmind: Interface to the 'ValidMind' Platform},
  author = {Rodriguez, Andres},
  year   = {2026},
  note   = {R package version 2.12.5},
  doi    = {10.32614/CRAN.package.validmind},
  url    = {https://CRAN.R-project.org/package=validmind}
}

Derived from the package DESCRIPTION, not from a citation file the authors wrote. If they publish one later, prefer it.

This is the citation for the package. It is not a citation for the R Observatory.

Cite this page

Use this when the claim is about a measurement on this page.

BibTeX

@misc{robservatoryvalidmind,
  author    = {Balamuta, James Joseph},
  title     = {{R} {Observatory}: Metrics for {validmind} version 2.12.5},
  year      = {2026},
  publisher = {HJJB, LLC},
  url       = {https://r-observatory.thecoatlessprofessor.com/packages/validmind},
  note      = {Data set. Data release v2026-08-05}
}

APA

Balamuta, J. J. (2026). R Observatory: Metrics for validmind version 2.12.5 [Data set]. HJJB, LLC. Data release v2026-08-05. https://r-observatory.thecoatlessprofessor.com/packages/validmind

RIS

TY  - DATA
AU  - Balamuta, James Joseph
TI  - R Observatory: Metrics for validmind version 2.12.5
PY  - 2026
PB  - HJJB, LLC
N1  - Data release v2026-08-05
UR  - https://r-observatory.thecoatlessprofessor.com/packages/validmind
ER  -

In prose

These package metrics were obtained from the R Observatory (Balamuta, 2026), data release v2026-08-05, https://r-observatory.thecoatlessprofessor.com/packages/validmind.

Bound to data release v2026-08-05, which is what makes the numbers on this page reproducible. See how to cite.

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