dials

Tools for creating tuning parameter values

https://github.com/tidymodels/dials

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

○
CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
○
DOI references
○
Academic publication links
✓
Committers with academic emails
3 of 18 committers (16.7%) from academic institutions
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (18.4%) to scientific vocabulary

Keywords from Contributors

tidy-data tidyverse setup data-manipulation grammar documentation-tool unit-testing devtools shiny package-creation

Last synced: 10 months ago · JSON representation

Repository

Tools for creating tuning parameter values

Basic Info

Host: GitHub
Owner: tidymodels
License: other
Language: R
Default Branch: main
Homepage: https://dials.tidymodels.org/
Size: 10.2 MB

Statistics

Stars: 116
Watchers: 7
Forks: 30
Open Issues: 13
Releases: 19

Created almost 8 years ago · Last pushed 10 months ago

Metadata Files

Readme Changelog Contributing License Code of conduct

README.Rmd

---
output: github_document
editor_options: 
  chunk_output_type: console
---



```{r setup, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```

# dials 


[![R-CMD-check](https://github.com/tidymodels/dials/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/dials/actions/workflows/R-CMD-check.yaml)
[![Codecov test coverage](https://codecov.io/gh/tidymodels/dials/graph/badge.svg)](https://app.codecov.io/gh/tidymodels/dials)
[![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/dials)](https://CRAN.R-project.org/package=dials)
[![Downloads](http://cranlogs.r-pkg.org/badges/dials)](https://CRAN.R-project.org/package=dials)
[![lifecycle](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html)
[![R-CMD-check-hard](https://github.com/tidymodels/dials/actions/workflows/R-CMD-check-hard.yaml/badge.svg)](https://github.com/tidymodels/dials/actions/workflows/R-CMD-check-hard.yaml)



## Overview

This package contains _infrastructure_ to create and manage values of tuning parameters for the tidymodels packages. If you are looking for _how to_ tune parameters in tidymodels, please look at the [tune](https://tune.tidymodels.org/) package and [tidymodels.org](https://www.tidymodels.org/). 

The name reflects the idea that tuning predictive models can be like turning a set of dials on a complex machine under duress. 



## Installation

You can install the released version of dials from [CRAN](https://CRAN.R-project.org) with:

```{r}
#| eval: false
install.packages("dials")
```

You can install the development version from Github with:

```{r}
#| eval: false
# install.packages("pak")
pak::pak("tidymodels/dials")
```

## Contributing

Please note that the dials project is released with a [Contributor Code of Conduct](https://dials.tidymodels.org/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.

- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on Posit Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question).

- If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/dials/issues).

- Either way, learn how to create and share a [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) (a minimal, reproducible example), to clearly communicate about your code.

- Check out further details on [contributing guidelines for tidymodels packages](https://www.tidymodels.org/contribute/) and [how to get help](https://www.tidymodels.org/help/).

Owner

Name: tidymodels
Login: tidymodels
Kind: organization

Repositories: 59
Profile: https://github.com/tidymodels

GitHub Events

Total

Create event: 25
Release event: 2
Issues event: 24
Watch event: 4
Delete event: 29
Issue comment event: 16
Push event: 76
Pull request review event: 21
Pull request review comment event: 11
Pull request event: 53
Fork event: 4

Last Year

Create event: 25
Release event: 2
Issues event: 24
Watch event: 4
Delete event: 29
Issue comment event: 16
Push event: 76
Pull request review event: 21
Pull request review comment event: 11
Pull request event: 53
Fork event: 4

Committers

Last synced: about 1 year ago

All Time

Total Commits: 641
Total Committers: 18
Avg Commits per committer: 35.611
Development Distribution Score (DDS): 0.569

Past Year

Commits: 103
Committers: 6
Avg Commits per committer: 17.167
Development Distribution Score (DDS): 0.301

Top Committers

Name	Email	Commits
Hannah Frick	h**h@r**m	276
topepo	m**n@g**m	228
Emil Hvitfeldt	e**t@g**m	38
DavisVaughan	d**s@r**m	33
Julia Silge	j**e@g**m	23
simonpcouch	s**h@g**m	13
Joey Couse	5****e	13
Matthew T. Warkentin	m**n@m**a	7
Adanvr	a**r@g**m	1
Gabriel J. Odom	g**m@f**u	1
Gábor Csárdi	c**r@g**m	1
Kara Woo	k****o	1
Michael Chirico	m**4@g**m	1
‘topepo’	‘**n@g**’	1
irkaal	i**v@g**m	1
Leigh Alexander	l**r@s**m	1
Hansjoerg Plieninger	p**r@u**e	1
kmdupr33	k**3@g**m	1

Committer Domains (Top 20 + Academic)

rstudio.com: 2 uni-mannheim.de: 1 somalogic.com: 1 gmail.com’: 1 fiu.edu: 1 mail.utoronto.ca: 1

Issues and Pull Requests

Last synced: 10 months ago

All Time

Total issues: 67
Total pull requests: 166
Average time to close issues: 4 months
Average time to close pull requests: 5 days
Total issue authors: 19
Total pull request authors: 9
Average comments per issue: 1.43
Average comments per pull request: 0.59
Merged pull requests: 148
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 14
Pull requests: 61
Average time to close issues: 15 days
Average time to close pull requests: 5 days
Issue authors: 5
Pull request authors: 6
Average comments per issue: 0.5
Average comments per pull request: 0.15
Merged pull requests: 46
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

hfrick (29)
topepo (12)
simonpcouch (6)
jxu (2)
EmilHvitfeldt (2)
DavisVaughan (2)
mikemahoney218 (2)
py9mrg (1)
amin0511ss (1)
franzbischoff (1)
KarlKoe (1)
lukasal (1)
hadley (1)
jonthegeek (1)
davidrsch (1)

Pull Request Authors

hfrick (118)
topepo (17)
EmilHvitfeldt (15)
simonpcouch (8)
brendad8 (2)
Wander03 (2)
gaborcsardi (2)
MichaelChirico (1)
joeycouse (1)

Top Labels

Issue Labels

upkeep (8) feature (7) documentation (6) bug (4) next release :rocket: (2) tidy-dev-day :nerd_face: (2) reprex (1)

Pull Request Labels

Packages

Total packages: 2
Total downloads:
- cran 32,112 last-month
Total docker downloads: 33,518,314

Total dependent packages: 41
(may contain duplicates)
Total dependent repositories: 72
(may contain duplicates)
Total versions: 33
Total maintainers: 1

cran.r-project.org: dials

Tools for Creating Tuning Parameter Values

Homepage: https://dials.tidymodels.org
Documentation: http://cran.r-project.org/web/packages/dials/dials.pdf
License: MIT + file LICENSE
Latest release: 1.4.2
published 10 months ago

Versions: 20
Dependent Packages: 32
Dependent Repositories: 71
Downloads: 32,112 Last month
Docker Downloads: 33,518,314

Rankings

Dependent packages count: 2.4%

Downloads: 2.6%

Dependent repos count: 2.8%

Forks count: 3.1%

Stargazers count: 3.6%

Average: 5.8%

Docker downloads count: 20.3%

Maintainers (1)

hannah@posit.co

Last synced: 10 months ago

conda-forge.org: r-dials

Homepage: https://tidymodels.github.io/dials
License: MIT
Latest release: 1.1.0
published over 3 years ago

Versions: 13
Dependent Packages: 9
Dependent Repositories: 1

Rankings

Dependent packages count: 6.5%

Dependent repos count: 24.3%

Average: 24.7%

Stargazers count: 32.7%

Forks count: 35.4%

Last synced: 10 months ago

Dependencies

DESCRIPTION cran

R >= 3.4 depends
scales * depends
DiceDesign * imports
dplyr >= 0.8.5 imports
glue * imports
hardhat >= 1.1.0 imports
lifecycle * imports
pillar * imports
purrr * imports
rlang >= 1.0.1 imports
tibble * imports
utils * imports
vctrs >= 0.3.8 imports
withr * imports
covr * suggests
kernlab * suggests
knitr * suggests
rmarkdown * suggests
rpart * suggests
testthat >= 3.0.0 suggests
xml2 * suggests

.github/workflows/R-CMD-check.yaml actions

actions/checkout v2 composite
r-lib/actions/check-r-package v2 composite
r-lib/actions/setup-pandoc v2 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/lock.yaml actions

dessant/lock-threads v2 composite

.github/workflows/pkgdown.yaml actions

JamesIves/github-pages-deploy-action 4.1.4 composite
actions/checkout v2 composite
r-lib/actions/setup-pandoc v2 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/pr-commands.yaml actions

actions/checkout v2 composite
r-lib/actions/pr-fetch v2 composite
r-lib/actions/pr-push v2 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/test-coverage.yaml actions

actions/checkout v2 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Open Source Science

dials

Science Score: 36.0%

Keywords from Contributors

Repository

Basic Info

Statistics

Metadata Files

README.Rmd

Owner

GitHub Events

Total

Last Year

Committers

All Time

Past Year

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

cran.r-project.org: dials

Rankings

Maintainers (1)

conda-forge.org: r-dials

Rankings

Dependencies