R Observatory: Metrics for tfevents version 0.0.5

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tfevents

0.0.5Package record

Write Events for 'TensorBoard'

0packages dependsuggested by 2

29.6Kdownloads / year

24.3%test coverage

13/13flavors OK

Overview

About

Maintained by Tomasz KalinowskiCRAN page ↗GitHub ↗Website ↗Issues ↗

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.

Changes in 0.0.5

Changed maintainer to Tomasz Kalinowski.

From NEWS.md in the release

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. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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

CRAN check page ↗

Slowest check: 5.8 min · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-05-02
NOTE12 OK, 2 NOTE2026-04-22
ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18

Show 1 earlier changeHide 1 earlier change

NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.0.5

READMEYes · 288 wordsVignettesNoNEWSYes · 100% structured · mentions 0.0.5Citation fileNoWebsiteYes · pkgdown

The repository also keeps web-only articles.

Help pages: 17 (1 internal)
Examples that run: 100%15 run in a plain check (1 of them under a condition)
Exported functions with examples: 94%
Documented parameters: 97%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

29.6K

CRAN downloads in the past year

Rank #2,710 · ~81/day · ~2.5K/mo

Releases R versions

Daily download trend is not available in this view yet.

1.6K30 days

5.6K90 days

29.6K1 year

Compare downloads with other packages →

Also on383 r2u

How downloads are counted

Repository

mlverse/tfevents ↗Organization: mlverse

13Stars

2Forks

2Open issues

0Open PRs

5Releases

230Commits

5Commit identities

230 commits · Last activity 2026-04-27 · 0% stars, 30d · Default branch at 0.0.5.9000, ahead of CRAN 0.0.5 (checked 2026-10-18)

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 2
Median days to close, 50 most recently updated closed PRs: 1

Stars over time

2025-07-09 · 112026-07-07 · 13

How these are measured

PracticesBeta

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

Checks run against github.com/mlverse/tfevents on 2026-10-18.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-04-27 · The repository has a site deploy workflow

pkgdown site last built 2026-04-27

Coverage (1)

Coverage reporting (Codecov)

CRAN release process (1)

cran-comments.md

Show all practicesHide 2 practices

Lint, format, editor (1)

RStudio project

Git structural (2)

.gitattributesSubmodules

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

19 external dependencies (excludes base and recommended)

Installing tfevents adds 12 packages (8 with compiled code, 6.2 MB of source tarballs). Heaviest: Rcpp 1.8 MB, fs 1.4 MB, vctrs 1.0 MB.

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

0direct

0indirect

Suggested by 2

Suggests, most downloaded first

mlr3torch luz

How these are counted

Code & Tests

People & History

People (5)

Tomasz Kalinowski

Maintainer since 0.0.5 (2026) · added in 0.0.5

Daniel Falbel

Author, Copyright holder

Mark Adler

Copyright holder

For the included crc32c code.

Posit, PBC

Copyright holder

The tl::optional authors

Copyright holder

For the vendored tl::optional code.

Previously maintained by Daniel Falbel (0.0.1 to 0.0.4).

Releases (5)

Pick two releases to compare their code metrics.

0.0.5Latest
record
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
record
2024-06-27 · diff ↗
0.0.3
record
2024-05-06 · diff ↗
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
unarchivedReturned to CRAN
2023-03-07
0.0.2
record
2023-03-07 · diff ↗
archivedRemoved from CRAN
2023-03-01
issues were not corrected in time
0.0.1
record
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

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 package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 v2026-10-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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