Science Score: 36.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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✓Committers with academic emails
3 of 30 committers (10.0%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (19.6%) to scientific vocabulary
Keywords from Contributors
tidy-data
tidyverse
package-creation
grammar
data-manipulation
documentation-tool
parsing
graph-functions
network-graph
property-graph
Last synced: 10 months ago
·
JSON representation
Repository
Tools for tidy parameter tuning
Basic Info
- Host: GitHub
- Owner: tidymodels
- License: other
- Language: R
- Default Branch: main
- Homepage: https://tune.tidymodels.org
- Size: 134 MB
Statistics
- Stars: 313
- Watchers: 12
- Forks: 44
- Open Issues: 100
- Releases: 18
Created almost 7 years ago
· Last pushed 10 months ago
Metadata Files
Readme
Changelog
Contributing
License
Code of conduct
Codeowners
README.Rmd
---
output: github_document
---
```{r}
#| include: false
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/README-",
out.width = "100%"
)
```
# tune 
[](https://github.com/tidymodels/tune/actions/workflows/R-CMD-check.yaml)
[](https://app.codecov.io/gh/tidymodels/tune)
[](https://lifecycle.r-lib.org/articles/stages.html)
[](https://CRAN.R-project.org/package=tune)
[](https://lifecycle.r-lib.org/articles/stages.html#stable)
## Overview
The goal of tune is to facilitate hyperparameter tuning for the tidymodels packages. It relies heavily on [recipes](https://recipes.tidymodels.org/), [parsnip](https://parsnip.tidymodels.org/), and [dials](https://dials.tidymodels.org/).
## Installation
Install from CRAN:
```r
install.packages("tune", repos = "http://cran.r-project.org") #or your local mirror
```
or you can install the current development version using:
```r
# install.packages("pak")
pak::pak("tidymodels/tune")
```
## Examples
There are several package vignettes, as well as articles available at [tidymodels.org](https://www.tidymodels.org/), demonstrating how to use tune.
Good places to begin include:
- [Getting started with cell segmentation data](https://www.tidymodels.org/start/tuning/)
- [Getting started with Ames housing data](https://tune.tidymodels.org/articles/getting_started.html)
More advanced resources available are:
- [Basic grid search for an SVM model](https://www.tidymodels.org/learn/work/tune-svm/)
- [Iterative Bayesian optimization of a classification model](https://www.tidymodels.org/learn/work/bayes-opt/)
- [Advanced text mining example](https://tune.tidymodels.org/articles/extras/text_analysis.html)
- [Notes on optimizations and parallel processing](https://tune.tidymodels.org/articles/extras/optimizations.html)
- [Details on acquisition function for scoring parameter combinations](https://tune.tidymodels.org/articles/acquisition_functions.html)
## Contributing
This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/1/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/tune/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: 56
- Release event: 2
- Issues event: 86
- Watch event: 32
- Delete event: 42
- Issue comment event: 169
- Push event: 274
- Pull request review event: 125
- Pull request review comment event: 142
- Pull request event: 113
- Fork event: 3
Last Year
- Create event: 56
- Release event: 2
- Issues event: 86
- Watch event: 32
- Delete event: 42
- Issue comment event: 169
- Push event: 274
- Pull request review event: 125
- Pull request review comment event: 142
- Pull request event: 113
- Fork event: 3
Committers
Last synced: over 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| topepo | m****n@g****m | 556 |
| Simon P. Couch | s****h@g****m | 178 |
| DavisVaughan | d****s@r****m | 142 |
| Julia Silge | j****e@g****m | 130 |
| Hannah Frick | h****h@r****m | 101 |
| Emil Hvitfeldt | e****t@g****m | 34 |
| Hansjoerg Plieninger | p****r@u****e | 6 |
| Usman | f****n@b****m | 5 |
| Rory Nolan | r****n@g****m | 5 |
| Qiushi Yan | q****n@g****m | 4 |
| Jon Harmon | j****n@m****m | 3 |
| ‘topepo’ | ‘****n@g****’ | 3 |
| Brennan Antone | 1****e | 2 |
| Desirée De Leon | d****n@g****m | 2 |
| Steven Pawley | d****y@g****m | 2 |
| Dmitry Krylov | d****a@k****s | 1 |
| Francisco Bischoff | 9****f | 1 |
| Gábor Csárdi | c****r@g****m | 1 |
| Jon Harmon | j****k@g****m | 1 |
| Xiaochi | x****u@s****u | 1 |
| Matthew T. Warkentin | m****n@m****a | 1 |
| Hany | h****y@f****t | 1 |
| Jorge Cimentada | c****j@g****m | 1 |
| Joscelin Rocha Hidalgo | j****a@g****m | 1 |
| Kelsey E Gonzalez | 5****z | 1 |
| Lionel Henry | l****y@g****m | 1 |
| Maria Gargiulo | m****7@g****m | 1 |
| Marta Alcalde-Herraiz | 9****e | 1 |
| Monica Gerber | m****r@g****m | 1 |
| cheryldietrich | 5****h | 1 |
Committer Domains (Top 20 + Academic)
rstudio.com: 2
fedora.mint.ddns.net: 1
mail.utoronto.ca: 1
students.mq.edu.au: 1
krylov.ws: 1
gmail.com’: 1
macmillan.com: 1
bt.com: 1
uni-mannheim.de: 1
Issues and Pull Requests
Last synced: 10 months ago
All Time
- Total issues: 266
- Total pull requests: 315
- Average time to close issues: 3 months
- Average time to close pull requests: 12 days
- Total issue authors: 55
- Total pull request authors: 16
- Average comments per issue: 1.44
- Average comments per pull request: 1.2
- Merged pull requests: 250
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 76
- Pull requests: 92
- Average time to close issues: 24 days
- Average time to close pull requests: 8 days
- Issue authors: 18
- Pull request authors: 5
- Average comments per issue: 0.99
- Average comments per pull request: 0.8
- Merged pull requests: 56
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- simonpcouch (72)
- topepo (69)
- EmilHvitfeldt (28)
- hfrick (26)
- SHo-JANG (3)
- jxu (3)
- mikemahoney218 (3)
- juliasilge (2)
- chillerb (2)
- MattJEM (2)
- jrosell (2)
- joranE (2)
- blechturm (2)
- lilykoff (1)
- mrjujas (1)
Pull Request Authors
- simonpcouch (130)
- topepo (112)
- hfrick (39)
- EmilHvitfeldt (29)
- BrennanAntone (4)
- tjburch (2)
- martaalcalde (2)
- Joscelinrocha (2)
- cheryldietrich (2)
- gaborcsardi (2)
- juliasilge (1)
- kbodwin (1)
- qiushiyan (1)
- jrosell (1)
- franzbischoff (1)
Top Labels
Issue Labels
feature (37)
bug (30)
upkeep (28)
documentation (18)
tidy-dev-day :nerd_face: (8)
discussion (4)
next release :rocket: (2)
work in progress (2)
question (1)
breaking change :skull_and_crossbones: (1)
Pull Request Labels
Packages
- Total packages: 2
-
Total downloads:
- cran 29,012 last-month
- Total docker downloads: 33,517,684
-
Total dependent packages: 38
(may contain duplicates) -
Total dependent repositories: 69
(may contain duplicates) - Total versions: 29
- Total maintainers: 1
cran.r-project.org: tune
Tidy Tuning Tools
- Homepage: https://tune.tidymodels.org/
- Documentation: http://cran.r-project.org/web/packages/tune/tune.pdf
- License: MIT + file LICENSE
-
Latest release: 2.0.0
published 10 months ago
Rankings
Stargazers count: 1.7%
Forks count: 2.4%
Downloads: 2.5%
Dependent packages count: 2.5%
Dependent repos count: 2.9%
Average: 5.4%
Docker downloads count: 20.2%
Maintainers (1)
Last synced:
10 months ago
conda-forge.org: r-tune
- Homepage: https://tune.tidymodels.org/
- License: MIT
-
Latest release: 1.0.1
published over 3 years ago
Rankings
Dependent packages count: 9.0%
Average: 22.4%
Dependent repos count: 24.4%
Stargazers count: 25.2%
Forks count: 30.8%
Last synced:
11 months ago
Dependencies
DESCRIPTION
cran
- R >= 3.4 depends
- GPfit * imports
- cli >= 3.3.0 imports
- dials >= 1.0.0 imports
- dplyr >= 1.0.8 imports
- foreach * imports
- generics >= 0.1.2 imports
- ggplot2 * imports
- glue >= 1.6.2 imports
- hardhat >= 1.2.0 imports
- lifecycle >= 1.0.0 imports
- parsnip >= 1.0.0 imports
- purrr >= 0.3.2 imports
- recipes >= 1.0.0 imports
- rlang >= 1.0.2 imports
- rsample >= 1.0.0 imports
- tibble >= 3.1.0 imports
- tidyr >= 1.2.0 imports
- tidyselect >= 1.1.2 imports
- vctrs >= 0.4.1 imports
- withr * imports
- workflows >= 1.0.0 imports
- yardstick >= 1.0.0 imports
- covr * suggests
- kernlab * suggests
- knitr * suggests
- modeldata * suggests
- spelling * 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