R Observatory: Metrics for tfruns version 1.5.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tfruns

1.5.4

Training Run Tools for 'TensorFlow'

5packages depend

457.8Kdownloads / year

55.7%test coverage

13/13checks pass

Overview

About

Maintained by Tomasz KalinowskiFirst published 2017-07-2312 releasesCRAN page ↗GitHub ↗

Create and manage unique directories for each 'TensorFlow' training run. Provides a unique, time stamped directory for each run along with functions to retrieve the directory of the latest run or latest several runs.

Install

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

install.packages("tfruns", 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("rstudio/tfruns")

Development version from rstudio/tfruns. 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-tfruns

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-tfruns

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-tfruns

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

Health

CRAN checks

13OK

Slowest check: 2.7 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.17

55.7%

Coverage · measured lines

96%

Documentation · exports

11

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

Documentation

READMEYes · 103 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 0%
Documented parameters: 94%
Return-value docs: 53%
References docs: 0%

Downloads

457.8K

CRAN downloads in the past year

Rank #1,003 · ~1.3K/day · ~38.2K/mo

Releases R versions

Daily download trend is not available in this view yet.

11.4K30 days

40.9K90 days

457.8K1 year

Compare downloads with other packages →

Also on2.3K r2u18 autocran6.1K conda_forge1.1K c2d4u

Repository

GitHub ↗ rstudio/tfruns

34Stars

22Forks

10Open issues

0Open PRs

5Releases

487Commits

11Contributors

487 commits · Last activity 2025-08-21

Stars over time

2022-09-06 · 342026-07-07 · 34

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/rstudio/tfruns on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

15 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.1

Imports (11)

utilsjsonlite base64enc yaml config magrittr whisker tidyselect rlang rstudioapi reticulate

LinkingTo (0)

none

Suggests (5)

testthat knitr withr here rmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

5direct

55indirect

cloudml keras keras3 tensorflow tfestimators

Code & Tests

People & History

People (15)

Maintainer (1)

Tomasz Kalinowski

Contributor, Maintainer · added in 1.5.1

Authors (1)

JJ Allaire

Author

Contributors (2)

Tomasz Kalinowski

Contributor, Maintainer · added in 1.5.1

Daniel Falbel

Contributor · added in 1.5.0

Copyright holders (12)

Mike Bostock

Copyright holder · added in 0.9.1

Shaun Bowe