R Observatory: Metrics for tfestimators version 1.9.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tfestimators

1.9.3

Interface to 'TensorFlow' Estimators

1packages depend

11.2Kdownloads / year

0.2%test coverage

11/13checks pass

Overview

About

Maintained by Tomasz KalinowskiFirst published 2017-12-206 releasesCRAN page ↗GitHub ↗

Interface to 'TensorFlow' Estimators https://www.tensorflow.org/guide/estimator, a high-level API that provides implementations of many different model types including linear models and deep neural networks.

Install

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

install.packages("tfestimators", 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/tfestimators")

Development version from rstudio/tfestimators. 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-tfestimators

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-tfestimators

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-tfestimators

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

Health

CRAN checks

2NOTE11OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 3.1 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.26

0.2%

Coverage · measured lines

99%

Documentation · exports

12

Dependencies · direct

Check history

NOTE2026-07-11
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 · 112 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 14%
Documented parameters: 95%
Return-value docs: 30%
References docs: 0%

Downloads

11.2K

CRAN downloads in the past year

Rank #4,198 · ~31/day · ~934/mo

Releases R versions

Daily download trend is not available in this view yet.

42330 days

1.9K90 days

11.2K1 year

Compare downloads with other packages →

Also on186 r2u18 autocran1.9K conda_forge71 c2d4u

Repository

GitHub ↗ rstudio/tfestimators

58Stars

18Forks

16Open issues

0Open PRs

4Releases

988Commits

9Contributors

988 commits · Last activity 2025-08-19

Stars over time

2025-04-20 · 582026-07-07 · 58

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/tfestimators on 2026-08-16.

Continuous integration (1)

Travis CI

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

16 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.1

Imports (12)

forge magrittr progress reticulate rlang (>= 0.3)tensorflow tfruns tidyselectutilspurrr tibble tidyr

LinkingTo (0)

none

Suggests (5)

ggplot2 modelr testthat rmarkdown knitr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

tfhub

Code & Tests

People & History

People (8)

Maintainer (1)

Tomasz Kalinowski

Maintainer · added in 1.9.2

Authors (4)

Author

Author

Author

Author

Contributors (1)

Daniel Falbel

Contributor, Copyright holder

Copyright holders (3)

Daniel Falbel

Contributor, Copyright holder

RStudio

Copyright holder, Funder

Google Inc.

Copyright holder

Funders (1)

RStudio

Copyright holder, Funder

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
1.9.3Latest
2025-08-19 · current release · diff ↗
unarchivedReturned to CRAN
2025-08-19
archivedRemoved from CRAN
2025-06-13
issues were not corrected despite reminders
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
1.9.2
2021-08-10 · diff ↗
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
R
R 3.6.0 released · 2019-04-26
1.9.1
2018-11-07 · diff ↗
1.9.0
2018-08-28 · diff ↗
R
R 3.5.0 released · 2018-04-23
1.5
2018-01-18 · diff ↗

Show 2 earlier events

1.4.2
2017-12-20
R
R 3.4.0 released · 2017-04-21

Package metadata

First published: 2017-12-20
Total releases: 6 / 9 yrs
License: Apache License 2.0 OSI
Minimum R: ≥ 3.1
Download size: 892 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Model Deployment with R

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("tfestimators")

Format

Kalinowski, T., RStudio, Allaire, J., Falbel, D., Google Inc., , Kuo, K., Tang, Y., & Ushey, K. (2025). tfestimators: Interface to 'TensorFlow' Estimators (Version 1.9.3) [Computer software]. https://doi.org/10.32614/CRAN.package.tfestimators

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 tfestimators version 1.9.3 [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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