R Observatory: Metrics for tidypredict version 1.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

CRAN requires the check problems on this package to be fixed before Oct 18 or it will be archived. See the check details

tidypredict

1.2.1Package record

Run Predictions Inside the Database

2packages dependsuggested by 1

20.5Kdownloads / year

83.8%test coverage

8/13flavors OK

Overview

About

Maintained by Emil HvitfeldtCRAN page ↗GitHub ↗Website ↗Issues ↗Declared funder: Posit Software, PBC

It parses a fitted 'R' model object, and returns a formula in 'Tidy Eval' code that calculates the predictions. It works with several databases back-ends because it leverages 'dplyr' and 'dbplyr' for the final 'SQL' translation of the algorithm. Dozens of model classes are supported; see the "Supported models" article at https://tidypredict.tidymodels.org/articles/models.html for the current list.

Changes in 1.2.1

vignettes/h2o.Rmd now shuts down the H2O cluster it starts, so the Java process it spawns no longer outlives the vignette build (leftover processes were flagged on CRAN's check systems).

From NEWS.md in the release

Install

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

install.packages("tidypredict", 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("tidymodels/tidypredict")

Development version from tidymodels/tidypredict. 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-tidypredict

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-tidypredict

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-tidypredict

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

5ERROR8OK

Check messages

ERRORre-building of vignette outputsr-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc, r-devel-windows-x86_64, r-oldrel-windows-x86_64, r-release-windows-x86_64

r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc

Error(s) in re-building vignettes:
--- re-building ‘C5.0.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘C5.0.Rmd’

--- re-building ‘aorsf.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘aorsf.Rmd’

--- re-building ‘bagging.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘bagging.Rmd’

--- re-building ‘bart.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘bart.Rmd’

--- re-building ‘cubist.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘cubist.Rmd’

--- re-building ‘fda.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘fda.Rmd’

--- re-building ‘float-precisio
...[truncated]...
-mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘sparsediscrim.Rmd’

--- re-building ‘sql.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘sql.Rmd’

--- re-building ‘tree-internals.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘tree-internals.Rmd’

--- re-building ‘tree.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘tree.Rmd’

--- re-building ‘xgboost.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘xgboost.Rmd’

--- re-building ‘xrf.Rmd’ using rmarkdown
[WARNING] Deprecated: --mathjax. Use --math-method=mathjax[:URL] instead.
--- finished re-building ‘xrf.Rmd’

SUMMARY: processing the following file failed:
  ‘lm.Rmd’

Error: Vignette re-building failed.
Execution halted

r-devel-windows-x86_64, r-release-windows-x86_64

Error(s) in re-building vignettes:
--- re-building 'C5.0.Rmd' using rmarkdown
--- finished re-building 'C5.0.Rmd'

--- re-building 'aorsf.Rmd' using rmarkdown
--- finished re-building 'aorsf.Rmd'

--- re-building 'bagging.Rmd' using rmarkdown
--- finished re-building 'bagging.Rmd'

--- re-building 'bart.Rmd' using rmarkdown
--- finished re-building 'bart.Rmd'

--- re-building 'cubist.Rmd' using rmarkdown
--- finished re-building 'cubist.Rmd'

--- re-building 'fda.Rmd' using rmarkdown
--- finished re-building 'fda.Rmd'

--- re-building 'float-precision.Rmd' using rmarkdown
--- finished re-building 'float-precision.Rmd'

--- re-building 'glm.Rmd' using rmarkdown
--- finished re-building 'glm.Rmd'

--- re-building 'glmnet.Rmd' using rmarkdown
--- finished re-building 'glmnet.Rmd'

--- re-building 'h2o.Rmd' using rmarkdown
openjdk version "11.0.18" 2023-01-17
OpenJDK Runtime Environment Temurin-11.0.18+10 (build 11.0.18+10)
OpenJDK 64-Bit Server VM Temurin-11.0.18+10 (build 11.0.18+10, mix
...[truncated]...
rmarkdown
--- finished re-building 'regression.Rmd'

--- re-building 'rf.Rmd' using rmarkdown
--- finished re-building 'rf.Rmd'

--- re-building 'rpart.Rmd' using rmarkdown
--- finished re-building 'rpart.Rmd'

--- re-building 'save.Rmd' using rmarkdown
--- finished re-building 'save.Rmd'

--- re-building 'sda.Rmd' using rmarkdown
--- finished re-building 'sda.Rmd'

--- re-building 'sparsediscrim.Rmd' using rmarkdown
--- finished re-building 'sparsediscrim.Rmd'

--- re-building 'sql.Rmd' using rmarkdown
--- finished re-building 'sql.Rmd'

--- re-building 'tree-internals.Rmd' using rmarkdown
--- finished re-building 'tree-internals.Rmd'

--- re-building 'tree.Rmd' using rmarkdown
--- finished re-building 'tree.Rmd'

--- re-building 'xgboost.Rmd' using rmarkdown
--- finished re-building 'xgboost.Rmd'

--- re-building 'xrf.Rmd' using rmarkdown
--- finished re-building 'xrf.Rmd'

SUMMARY: processing the following file failed:
  'lm.Rmd'

Error: Vignette re-building failed.
Execution halted

r-oldrel-windows-x86_64

Error(s) in re-building vignettes:
--- re-building 'C5.0.Rmd' using rmarkdown
--- finished re-building 'C5.0.Rmd'

--- re-building 'aorsf.Rmd' using rmarkdown
--- finished re-building 'aorsf.Rmd'

--- re-building 'bagging.Rmd' using rmarkdown
--- finished re-building 'bagging.Rmd'

--- re-building 'bart.Rmd' using rmarkdown
--- finished re-building 'bart.Rmd'

--- re-building 'cubist.Rmd' using rmarkdown
--- finished re-building 'cubist.Rmd'

--- re-building 'fda.Rmd' using rmarkdown
--- finished re-building 'fda.Rmd'

--- re-building 'float-precision.Rmd' using rmarkdown
--- finished re-building 'float-precision.Rmd'

--- re-building 'glm.Rmd' using rmarkdown
--- finished re-building 'glm.Rmd'

--- re-building 'glmnet.Rmd' using rmarkdown
--- finished re-building 'glmnet.Rmd'

--- re-building 'h2o.Rmd' using rmarkdown
openjdk version "11.0.11" 2021-04-20
OpenJDK Runtime Environment AdoptOpenJDK-11.0.11+9 (build 11.0.11+9)
OpenJDK 64-Bit Server VM AdoptOpenJDK-11.0.11+9 (build 11.0.11+
...[truncated]...
rmarkdown
--- finished re-building 'regression.Rmd'

--- re-building 'rf.Rmd' using rmarkdown
--- finished re-building 'rf.Rmd'

--- re-building 'rpart.Rmd' using rmarkdown
--- finished re-building 'rpart.Rmd'

--- re-building 'save.Rmd' using rmarkdown
--- finished re-building 'save.Rmd'

--- re-building 'sda.Rmd' using rmarkdown
--- finished re-building 'sda.Rmd'

--- re-building 'sparsediscrim.Rmd' using rmarkdown
--- finished re-building 'sparsediscrim.Rmd'

--- re-building 'sql.Rmd' using rmarkdown
--- finished re-building 'sql.Rmd'

--- re-building 'tree-internals.Rmd' using rmarkdown
--- finished re-building 'tree-internals.Rmd'

--- re-building 'tree.Rmd' using rmarkdown
--- finished re-building 'tree.Rmd'

--- re-building 'xgboost.Rmd' using rmarkdown
--- finished re-building 'xgboost.Rmd'

--- re-building 'xrf.Rmd' using rmarkdown
--- finished re-building 'xrf.Rmd'

SUMMARY: processing the following file failed:
  'lm.Rmd'

Error: Vignette re-building failed.
Execution halted

Additional issues

M1mac

CRAN check page ↗

Slowest check: 12.2 min · r-oldrel-windows-x86_64

Status changes

ERROR8 OK, 5 ERRORNow
ERROR11 OK, 2 ERROR2026-09-28
OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-07-04
WARNING12 OK, 1 WARNING2026-07-03

Show 5 earlier changesHide 5 earlier changes

OK13 OK2026-06-19
WARNING12 OK, 1 WARNING2026-06-17
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.2.1

READMEYes · 774 wordsVignettesYes · 37 · evaluation depends on the environmentNEWSYes · 100% structured · mentions 1.2.1Citation fileNoWebsiteYes · pkgdown

The repository also keeps web-only articles.

Help pages: 37 (22 internal)includes a package overview page
Examples that run: 100%15 run in a plain check (6 of them under a condition)
Exported functions with examples: 54%
Documented parameters: 100%
Return-value docs: 58%
Help pages citing references: 0%

Vignettes (37)

bagger models HTML
bart models HTML
Create a regression spec - version 2 HTML
Create a tree spec - version 2 HTML
Cubist models HTML
Database write-back HTML
Decision trees, using C5.0 HTML
Decision trees, using rpart HTML
fda models HTML
Float precision at split boundaries HTML

Show 27 moreHide 27 vignettes

Generalized Linear Regression HTML
glmnet models HTML
Gradient boosting, using H2O HTML
How tidypredict generates tree formulas HTML
lda models HTML
LightGBM models HTML
Linear Regression HTML
MARS models via the `earth` package HTML
mixOmics PLS models HTML
Model-based boosting, using mboost HTML
multinom models HTML
NaiveBayes models HTML
nnet models HTML
Non-R Models HTML
nullmodel models HTML
Oblique Random Forest, using aorsf HTML
qda models HTML
Random Forest HTML
Random Forest - partykit HTML
Random Forest, using Ranger HTML
RuleFit, using xrf HTML
Save and re-load models HTML
sda models HTML
sparsediscrim models HTML
Support vector machines, using kernlab HTML
Supported models HTML
XGBoost models HTML

How these are measured

Downloads

20.5K

CRAN downloads in the past year

Rank #2,892 · ~56/day · ~1.7K/mo

Releases R versions

Daily download trend is not available in this view yet.

1.6K30 days

4.9K90 days

20.5K1 year

Compare downloads with other packages →

Also on205 r2u3 autocran3.8K conda_forge132 c2d4u

How downloads are counted

Repository

tidymodels/tidypredict ↗Organization: tidymodels

265Stars

34Forks

5Open issues

0Open PRs

17Releases

623Commits

21Commit identities

rlangdplyrdbplyrpurrrr

623 commits · Last activity 2026-10-16 · +0.4% stars, 30d · The default branch showed an older version (1.2.0.9000) than CRAN on 2026-10-11

Responsiveness

How these are sampled

PRs merged (all time): 100%
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

2025-10-12 · 2572026-09-30 · 265

How these are measured

PracticesBeta

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

Checks run against github.com/tidymodels/tidypredict on 2026-10-11.

Continuous integration (2)

GitHub ActionsR CMD check workflow

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

Governance and community (2)

Code of conductContributing guide

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-09-04 · The repository has a site deploy workflow

pkgdown site last built 2026-09-04, before release 1.2.1 (2026-09-09)

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 2 practices

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

Lint, format, editor (3)

AirVS CodeRStudio project

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

AI coding toolsBeta

This repository shows signs of AI coding tools.

Claude Codefirst seen 2026-02-11
Seen in the repository: .claude, .claude/skills
Named in .Rbuildignore: .claude

How this is detected·Detection ruleset v4 (updated 2026-09-27)

Dependencies

Declared dependencies

53 external dependencies (excludes base and recommended)

Installing tidypredict adds 26 packages (15 with compiled code, 20 MB of source tarballs). Heaviest: stringi 11 MB, jsonlite 1.0 MB, vctrs 1.0 MB.

Depends (1)

R >= 4.1

Imports (11)

cli dplyr generics jsonlite knitr lifecycle purrr rlang tibble tidyrutils

LinkingTo (0)

none

Suggests (48)

agua aorsf baguette bonsai C50 covr Cubist data.table dbarts DBI dbplyr discrim earth glmnet h2o kernlab klaR LiblineaR lightgbmMASSmboost mdamethodsmixOmics mlbench modeldata naivebayesnnetnycflights13 parsnip partykit plsmod quantreg randomForest ranger RhpcBLASctl rmarkdownrpartRSQLite rules sda sparsediscrimsurvivaltestthat withr xgboost xrf yaml

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

2direct

0indirect

Imports 2

Suggested by 1

Depends, Imports or LinkingTo, most downloaded first

modeldb dbglm

Suggests, most downloaded first

orbital

How these are counted

Code & Tests

People & History

People (4)

Emil Hvitfeldt

Author, Maintainer since 0.5.1 (2024) · added in 0.5.1

Max Kuhn

Author · added in 0.4.5

Edgar Ruiz

Author

Posit Software, PBC

Copyright holder, Funder · added in 1.2.0

Previously maintained by Edgar Ruiz (0.5) and Max Kuhn (0.4.5 to 0.4.9).

Releases (22)

Submitted 1.2.2, in pending since 2026-10-17 17:40 UTC, as of the 2026-10-17 17:40 UTC queue snapshot. See the queue →

Pick two releases to compare their code metrics.

1.2.1Latest
record
2026-09-09 · current release · diff ↗
1.2.0
record
2026-09-04 · diff ↗ ·
added 15 exports
.c50_tree_info_full, .extract_bagger_classprob, .extract_bagger_trees, .extract_bart_scaling, .extract_bart_trees, tidypredict_class_exprs, tidypredict_class_trees, tidypredict_combine_trees, tidypredict_load, tidypredict_n_trees, tidypredict_normalized, tidypredict_outcome_levels, tidypredict_output_type, tidypredict_save, tidypredict_trees
R
R 4.6.0 released · 2026-04-24
1.1.1
record
2026-02-27 · diff ↗
1.1.0
record
2026-02-27 · diff ↗ ·
added 15 exports
.build_case_when_tree, .build_linear_pred, .build_nested_case_when_tree, .extract_catboost_trees, .extract_earth_multiclass, .extract_glmnet_multiclass, .extract_lgb_trees, .extract_ranger_classprob, .extract_ranger_trees, .extract_rf_classprob, .extract_rf_trees, .extract_rpart_classprob, .partykit_tree_info_full, .rpart_tree_info_full, set_catboost_categories
1.0.1
record
2025-12-13 · diff ↗
1.0.0
record
2025-11-29 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.5.1
record
2024-12-19 · diff ↗ ·
added 2 exports
.extract_partykit_classprob, .extract_xgb_trees
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
0.5
record
2023-01-18 · diff ↗
0.4.9
record
2022-05-25 · diff ↗
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
0.4.8
record
2020-10-28 · diff ↗

Show 16 earlier eventsHide 16 earlier events

0.4.7
record
2020-10-05 · diff ↗
0.4.6
record
2020-07-23 · diff ↗
R
R 4.0.0 released · 2020-04-24
0.4.5
record
2020-02-10 · diff ↗
0.4.4
record
2020-02-09 · diff ↗
0.4.3
record
2019-09-03 · diff ↗
0.4.2
record
2019-07-15 · diff ↗
0.4.1
record
2019-07-15 · diff ↗
0.4.0
record
2019-07-13 · diff ↗ ·
added 2 exports
as_parsed_model, tidy
R
R 3.6.0 released · 2019-04-26
0.3.0
record
2019-01-10 · diff ↗ ·
removed 1 export
knit_print.tidypredict_test
0.2.1
record
2018-12-20 · diff ↗
R
R 3.5.0 released · 2018-04-23
0.2.0
record
2018-02-26 · diff ↗
0.1.0
record
2018-01-17
R
R 3.4.0 released · 2017-04-21

Package metadata

First published: 2018-01-17
Total releases: 22 / 8 yrs
License: MIT + file LICENSE OSI · relicensed from GPL-3 in 0.4.9
Minimum R: ≥ 4.1
Download size: 698 KB

Appears in task views

Model Deployment with R

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("tidypredict")

Format

Hvitfeldt, E., Posit Software, PBC, Kuhn, M., & Ruiz, E. (2026). tidypredict: Run Predictions Inside the Database (Version 1.2.1) [Computer software]. https://doi.org/10.32614/CRAN.package.tidypredict

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 tidypredict version 1.2.1 [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.

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