R Observatory: Metrics for innsight version 0.3.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

innsight

0.3.2

Get the Insights of Your Neural Network

1packages depend

9.5Kdownloads / year

0.0%test coverage

7/13checks pass

Overview

About

Maintained by Niklas KoenenFirst published 2021-11-226 releasesCRAN page ↗GitHub ↗

Interpretation methods for analyzing the behavior and individual predictions of modern neural networks in a three-step procedure: Converting the model, running the interpretation method, and visualizing the results. Implemented methods are, e.g., 'Connection Weights' described by Olden et al. (2004) doi:10.1016/j.ecolmodel.2004.03.013, layer-wise relevance propagation ('LRP') described by Bach et al. (2015) doi:10.1371/journal.pone.0130140, deep learning important features ('DeepLIFT') described by Shrikumar et al. (2017) doi:10.48550/arXiv.1704.02685 and gradient-based methods like 'SmoothGrad' described by Smilkov et al. (2017) doi:10.48550/arXiv.1706.03825, 'Gradient x Input' or 'Vanilla Gradient'. Details can be found in the accompanying scientific paper: Koenen & Wright (2024, Journal of Statistical Software, doi:10.18637/jss.v111.i08).

Install

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

install.packages("innsight", 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("bips-hb/innsight")

Development version from bips-hb/innsight. 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-innsight

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-innsight

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-innsight

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

Health

CRAN checks

6NOTE7OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc
NOTE r-devel-linux-x86_64-fedora-clang
NOTE r-devel-linux-x86_64-fedora-gcc
NOTE r-patched-linux-x86_64
NOTE r-release-linux-x86_64

Slowest check: 4.5 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.80

0.0%

Coverage · measured lines

100%

Documentation · exports

6

Dependencies · direct

Check history

NOTE2026-08-04
7 OK · 6 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-30
6 OK · 6 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-06-09
7 OK · 6 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
7 OK · 5 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-05-28
11 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 1 earlier snapshots

OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 717 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 93%
Return-value docs: 7%
References docs: 35%

Downloads

9.5K

CRAN downloads in the past year

Rank #4,751 · ~26/day · ~788/mo

Releases R versions

Daily download trend is not available in this view yet.

26230 days

1.6K90 days

9.5K1 year

Compare downloads with other packages →

Also on148 r2u21 autocran

Repository

GitHub ↗ bips-hb/innsight

31Stars

3Forks

1Open issues

1Open PRs

4Releases

379Commits

4Contributors

379 commits · Last activity 2026-02-22

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/bips-hb/innsight on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

Show all practices

Coverage (1)

Codecov

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

Dependencies

Declared dependencies

22 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (6)

checkmate cli ggplot2methodsR6 torch

LinkingTo (0)

none

Suggests (18)

covr fastshap GGallygridgridExtra gtable keras knitr lime luz neuralnet palmerpenguins plotly rmarkdown ranger spelling tensorflow testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

MLwrap

Code & Tests

People & History

People (2)

Maintainer (1)

Niklas Koenen

Author, Maintainer

Authors (1)

Niklas Koenen

Author, Maintainer

Contributors (1)

Raphael Baudeu

Contributor

Package Timeline

6 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
0.3.2Latest
2025-03-30 · current release · diff ↗
0.3.1
2024-11-26 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.3.0
2023-12-21 · diff ↗
R
R 4.3.0 released · 2023-04-21
0.2.0
2023-04-16 · diff ↗
0.1.1
2022-08-29 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.1.0
2021-11-22
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-11-22
Total releases: 6 / 5 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5.0
Download size: 1.9 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("innsight")

Format

Koenen, N., & Baudeu, R. (2025). innsight: Get the Insights of Your Neural Network (Version 0.3.2) [Computer software]. https://doi.org/10.32614/CRAN.package.innsight

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 innsight version 0.3.2 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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