R Observatory: Metrics for tfevents version 0.0.5

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tfevents

0.0.5

Write Events for 'TensorBoard'

2packages depend

34.4Kdownloads / year

24.3%test coverage

13/13checks pass

Overview

About

Maintained by Tomasz KalinowskiFirst published 2023-02-145 releasesCRAN page ↗GitHub ↗

Provides a convenient way to log scalars, images, audio, and histograms in the 'tfevent' record file format. Logged data can be visualized on the fly using 'TensorBoard', a web based tool that focuses on visualizing the training progress of machine learning models.

Install

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

install.packages("tfevents", 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("mlverse/tfevents")

Development version from mlverse/tfevents. 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-tfevents

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-tfevents

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

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

Health

CRAN checks

13OK

Slowest check: 6.8 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.46

24.3%

Coverage · measured lines

100%

Documentation · exports

10

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
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-04-22
12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Show 1 earlier snapshots

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

Documentation

READMEYes · 288 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 97%
Return-value docs: 100%
References docs: 0%

Downloads

34.4K

CRAN downloads in the past year

Rank #2,433 · ~94/day · ~2.9K/mo

Releases R versions

Daily download trend is not available in this view yet.

2.4K30 days

7.9K90 days

34.4K1 year

Compare downloads with other packages →

Also on425 r2u

Repository

GitHub ↗ mlverse/tfevents

13Stars

2Forks

2Open issues

0Open PRs

5Releases

230Commits

5Contributors

230 commits · Last activity 2026-04-27 · 0% stars, 30d

Stars over time

2025-07-09 · 112026-07-07 · 13

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/mlverse/tfevents 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

Git structural (2)

.gitattributesSubmodules

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

Dependencies

Declared dependencies

19 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (10)

Rcpp withr fs rlang vctrs blob png digest cli zeallot

LinkingTo (1)

Rcpp

Suggests (8)

testthat tibble tidyr reticulate rmarkdown ggplot2 tensorflow wav

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

2direct

0indirect

luz mlr3torch

Code & Tests

People & History

People (5)

Maintainer (1)

Tomasz Kalinowski

Maintainer · added in 0.0.5

Authors (1)

Daniel Falbel

Author, Copyright holder

Copyright holders (4)

Daniel Falbel

Author, Copyright holder

Mark Adler

Copyright holder

Posit, PBC

Copyright holder

The tl::optional authors

Copyright holder

Package Timeline

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

0.0.5Latest
2026-04-27 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
0.0.4
2024-06-27 · diff ↗
0.0.3
2024-05-06 · diff ↗
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
0.0.2
2023-03-07 · diff ↗
unarchivedReturned to CRAN
2023-03-07
archivedRemoved from CRAN
2023-03-01
issues were not corrected in time
0.0.1
2023-02-14
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-02-14
Total releases: 5 / 3 yrs
License: MIT + file LICENSE OSI
Download size: 1.3 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("tfevents")

Format

Kalinowski, T., Adler, M., Falbel, D., Posit, PBC, , & The tl::optional authors, . (2026). tfevents: Write Events for 'TensorBoard' (Version 0.0.5) [Computer software]. https://doi.org/10.32614/CRAN.package.tfevents

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 tfevents version 0.0.5 [Data set]. HJJB, LLC. Data release v2026-08-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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