R Observatory: Metrics for mlflow version 3.10.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

mlflow

3.10.1

Interface to 'MLflow'

1packages depend

200.8Kdownloads / year

44.9%test coverage

13/13checks pass

Overview

About

Maintained by Ben WilsonFirst published 2018-10-0671 releasesCRAN page ↗GitHub ↗

R interface to 'MLflow', open source platform for the complete machine learning life cycle, see https://mlflow.org/. This package supports installing 'MLflow', tracking experiments, creating and running projects, and saving and serving models.

Install

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

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

Development version from mlflow/mlflow. 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-mlflow

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-mlflow

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-mlflow

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

Health

CRAN checks

13OK

Slowest check: 1.6 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.76

44.9%

Coverage · measured lines

100%

Documentation · exports

17

Dependencies · direct

Check history

OK2026-08-05
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 · 783 wordsVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 17%
Documented parameters: 100%
Return-value docs: 2%
References docs: 0%

Downloads

200.8K

CRAN downloads in the past year

Rank #1,516 · ~550/day · ~16.7K/mo

Releases R versions

Daily download trend is not available in this view yet.

5.3K30 days

17.9K90 days

200.8K1 year

Compare downloads with other packages →

Also on5.5K r2u15 autocran9.9K conda_forge

Repository

GitHub ↗ mlflow/mlflow

27,538Stars

6,164Forks

1,443Open issues

587Open PRs

173Releases

13,043Commits

1,141Contributors

machine-learningaimlmlflowapache-sparkmodel-managementagentopsagents

License Apache-2.0 · 13,043 commits · Last activity 2026-08-17 · +1.7% stars, 30d

Stars over time

2025-08-17 · 21,3972026-08-15 · 27,522

Repository practices

Upstream repositoryBeta

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

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

Continuous integration (1)

GitHub Actions

Research and citation (1)

CITATION.cff

Automation and maintenance (2)

Dependabotpre-commit

Lint, format, editor (1)

VS Code

Show all practices

Governance and community (2)

Issue templatesSecurity policy

Git structural (3)

.gitattributesSubmodulesblame-ignore revs

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

Development tooling

AI-assisted toolingBeta

Uses AI-assisted development tooling (declared in repo)

Earliest detected marker: copilot on 2025-05-23

copilotclaudecursorcodexagents-dirgemini

Most recent: gemini on 2026-05-22

Evidence

copilot: on 2025-05-23 · evidence A, PR · sole bot-author seen
claude: on 2025-06-13 · evidence B, D
cursor: on 2026-03-04 · evidence B
codex: on or before 2026-04-21 · evidence B
agents-dir: on 2026-05-22 · evidence D
agents-md: on 2026-05-22 · evidence D
gemini: on 2026-05-22 · evidence D

How this is detected·Detection ruleset v2 (updated 2026-07-29)

Dependencies

Declared dependencies

27 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.3.0

Imports (17)

base64enc fs git2r glue httpuv httr ini jsonlite openssl processx purrr rlang swagger tibble (>= 2.0.0)withr yaml zeallot

LinkingTo (0)

none

Suggests (10)

carrier covr h2o keras lintr sparklyr stringi testthat reticulate xgboost

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

mlr3tuning

Code & Tests

People & History

People (5)

Maintainer (1)

Ben Wilson

Author, Maintainer · added in 3.2.0

Authors (4)

Ben Wilson

Author, Maintainer · added in 3.2.0

Kevin Kuo

Author

Javier Luraschi

Author

Matei Zaharia

Author

Copyright holders (1)

RStudio

Copyright holder

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
3.10.1Latest
2026-03-16 · current release · diff ↗
3.9.0
2026-02-03 · diff ↗
3.6.0
2025-11-14 · diff ↗
3.5.1
2025-10-30 · diff ↗
3.4.0
2025-09-24 · diff ↗
3.3.2
2025-09-04 · diff ↗
3.2.0
2025-08-21 · diff ↗
2.22.1
2025-06-18 · diff ↗
R
R 4.5.0 released · 2025-04-11
2.21.3
2025-04-10 · diff ↗
2.21.2
2025-04-02 · diff ↗
2.20.4
2025-03-15 · diff ↗
2.19.0
2024-12-18 · diff ↗
2.18.0
2024-11-25 · diff ↗
2.17.2
2024-10-31 · diff ↗

Show 64 earlier events

2.16.2
2024-09-24 · diff ↗
2.14.1
2024-06-28 · diff ↗
2.13.1
2024-05-31 · diff ↗
2.12.2
2024-05-16 · diff ↗
R
R 4.4.0 released · 2024-04-24
2.11.1
2024-03-14 · diff ↗
2.10.2
2024-02-16 · diff ↗
2.10.0
2024-02-02 · diff ↗
2.9.2
2023-12-21 · diff ↗
2.8.1
2023-11-23 · diff ↗
2.8.0
2023-11-05 · diff ↗
2.7.1
2023-09-28 · diff ↗
2.6.0
2023-08-23 · diff ↗
2.5.0
2023-08-07 · diff ↗
2.4.1
2023-06-13 · diff ↗
2.3.2
2023-05-20 · diff ↗
R
R 4.3.0 released · 2023-04-21
2.2.2
2023-03-16 · diff ↗
2.1.2
2023-03-14 · diff ↗
2.1.1
2023-01-16 · diff ↗
2.0.1
2022-11-21 · diff ↗
1.30.0
2022-10-27 · diff ↗
1.29.0
2022-09-29 · diff ↗
1.28.0
2022-08-22 · diff ↗
1.27.0
2022-08-10 · diff ↗
1.26.1
2022-06-14 · diff ↗
1.26.0
2022-05-24 · diff ↗
R
R 4.2.0 released · 2022-04-22
1.25.1
2022-04-20 · diff ↗
1.24.0
2022-03-08 · diff ↗
1.23.0
2022-01-25 · diff ↗
1.22.0
2021-12-07 · diff ↗
1.21.0
2021-11-11 · diff ↗
1.20.2
2021-09-06 · diff ↗
1.20.1
2021-09-02 · diff ↗
1.19.0
2021-07-14 · diff ↗
1.18.0
2021-06-18 · diff ↗
R
R 4.1.0 released · 2021-05-18
1.17.0
2021-05-09 · diff ↗
1.16.0
2021-04-27 · diff ↗
1.15.0
2021-03-28 · diff ↗
1.14.1
2021-03-02 · diff ↗
1.14.0
2021-02-20 · diff ↗
1.13.1
2021-01-06 · diff ↗
1.12.1
2020-11-19 · diff ↗
1.12.0
2020-11-12 · diff ↗
1.10.0
2020-07-21 · diff ↗
1.9.0
2020-06-22 · diff ↗
R
R 4.0.0 released · 2020-04-24
1.8.0
2020-04-22 · diff ↗
1.7.0
2020-03-03 · diff ↗
1.6.0
2020-01-30 · diff ↗
1.5.0
2019-12-20 · diff ↗
1.4.0
2019-10-31 · diff ↗
1.3.0
2019-10-01 · diff ↗
1.2.0
2019-08-19 · diff ↗
1.1.0
2019-07-23 · diff ↗
1.0.0
2019-06-06 · diff ↗
R
R 3.6.0 released · 2019-04-26
0.9.0.1
2019-04-14 · diff ↗
0.9.0
2019-03-28 · diff ↗
0.8.0
2018-11-12 · diff ↗
0.7.0
2018-10-06
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2018-10-06
Total releases: 71 / 8 yrs
License: Apache License 2.0 OSI
Minimum R: ≥ 3.3.0
Download size: 625 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("mlflow")

The authors publish a CITATION.cff, so they have said how they want this cited. Run citation() and use what it gives you.

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 mlflow version 3.10.1 [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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