R Observatory: Metrics for cloudml version 0.7.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

cloudml

0.7.1Package record

Interface to the Google Cloud Machine Learning Platform

0packages dependsuggested by 1

7.9Kdownloads / year

0.0%test coverage

13/13flavors OK

Overview

About

Maintained by Tomasz KalinowskiCRAN page ↗GitHub ↗Issues ↗

Interface to the Google Cloud Machine Learning Platform https://cloud.google.com/vertex-ai, which provides cloud tools for training machine learning models.

Changes in 0.7.1

Documentation updates for CRAN.

From NEWS.md in the release

Install

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

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

Development version from rstudio/cloudml. 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-cloudml

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-cloudml

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-cloudml

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 1.4 min · r-oldrel-macos-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.7.1

README· In the repository, left out of the releaseVignettesYes · 5 · staticNEWSYes · 100% structured · mentions 0.7.1Citation fileNo

Help pages: 21 (4 internal)includes a package overview page
Examples that run: 0%3 never run
Exported functions with examples: 15%
Documented parameters: 100%
Return-value docs: 20%
Help pages citing references: 5%

Vignettes (5)

How these are measured

Downloads

7.9K

CRAN downloads in the past year

Rank #6,297 · ~22/day · ~655/mo

Releases R versions

Daily download trend is not available in this view yet.

52030 days

1.3K90 days

7.9K1 year

Compare downloads with other packages →

Also on99 r2u14 autocran111 c2d4u

How downloads are counted

Repository

rstudio/cloudml ↗Organization: rstudio

65Stars

22Forks

26Open issues

0Open PRs

5Releases

1,050Commits

12Commit identities

tensorflowcloudmlgpcgpukerasrrstats

1,050 commits · Last activity 2025-12-03 · Default branch at 0.7.1.9000, ahead of CRAN 0.7.1 (checked 2026-10-11)

Responsiveness

How these are sampled

PRs merged (all time): 91%
Median days to close, 50 most recently updated closed issues: 4
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-03-24 · 652026-07-07 · 65

How these are measured

PracticesBeta

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

Checks run against github.com/rstudio/cloudml on 2026-10-11.

Docs source (2)

pkgdown

GitHub Pages site last deployed 2018-01-09

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Installing cloudml adds 26 packages (16 with compiled code, 11 MB of source tarballs). Heaviest: tfruns 1.9 MB, Rcpp 1.8 MB, reticulate 1.6 MB.

Depends (2)

R >= 3.3.0tfruns

Imports (10)

config jsonlite packrat processx rprojroot rstudioapitoolsutilswithr yaml

LinkingTo (0)

none

Suggests (5)

tensorflow keras knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 1

Suggests, most downloaded first

tfdeploy

How these are counted

Code & Tests

People & History

People (6)

Tomasz Kalinowski

Maintainer since 0.7.1 (2025) · added in 0.7.1

JJ Allaire

Author

Daniel Falbel

Author · added in 0.6.1

Javier Luraschi

Author

Kevin Ushey

Author

RStudio

Copyright holder

Previously maintained by Daniel Falbel (0.6.1) and Javier Luraschi (0.5.0 to 0.6.0).

Releases (5)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
unarchivedReturned to CRAN
2025-08-19
0.7.1Latest
record
2025-08-19 · current release · diff ↗
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
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
0.6.1
record
2019-09-03 · diff ↗ ·
added 1 export
gcloud_version
R
R 3.6.0 released · 2019-04-26
0.6.0
record
2018-08-27 · diff ↗ ·
added 2 exports
gs_data_dir, gs_data_dir_local
0.5.1
record
2018-06-12 · diff ↗
0.5.0
record
2018-06-06
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2018-06-06
Total releases: 5 / 8 yrs
License: Apache License 2.0 OSI
Minimum R: ≥ 3.3.0
Download size: 1.9 MB

Appears in task views

Model Deployment with R

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("cloudml")

Format

Kalinowski, T., Allaire, J., Falbel, D., Luraschi, J., RStudio, , & Ushey, K. (2025). cloudml: Interface to the Google Cloud Machine Learning Platform (Version 0.7.1) [Computer software]. https://doi.org/10.32614/CRAN.package.cloudml

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 cloudml version 0.7.1 [Data set]. HJJB, LLC. Data release v2026-10-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →