Continuous Integration (CI) and Continuous Deployment (CD) are important aspects of modern software development, including R package development. CI/CD is a software development practice that involves automating the testing and deployment of code changes. It enables developers to continuously integrate code changes into a shared repository and automatically test and deploy them, reducing the risk of bugs and errors in the code.
In R package development, CI/CD ensures that the package is continuously integrated, tested, and deployed to a specific environment (e.g., CRAN or a private repository) without any manual intervention. This ensures that the package is always up-to-date, stable, and functional.
GitHub Actions and Travis CI are two popular tools for implementing CI/CD in R package development. Both tools automate the process of building, testing, and deploying R packages.
GitHub Actions is a built-in feature of the GitHub platform that allows developers to create custom workflows for their projects. In R package development, a typical GitHub Actions workflow involves creating a series of jobs that perform tasks such as package installation, testing, and deployment. For example, a simple GitHub Actions workflow for an R package might include the following steps:
Install dependencies
Build package
Run tests
Deploy to CRAN
Here’s an example of a simple GitHub Actions workflow for an R package:
name: R-CMD-check
on:
push:
branches: [main]
jobs:
R-CMD-check:
runs-on: macOS-latest
steps:
- uses: actions/checkout@v2
- name: Set up R
uses: r-lib/actions/setup-r@v1
with:
r-version: '4.1.0'
- name: Install dependencies
run: |
install.packages("devtools")
install.packages("testthat")
- name: Check package
run: |
devtools::check()
Travis CI is another popular CI/CD tool for R package development. It is a hosted service that automates the testing and deployment of code changes. A typical Travis CI workflow for an R package might include the following steps:
Install dependencies
Build package
Run tests
Deploy to CRAN
Here’s an example of a simple Travis CI workflow for an R package:
language: r
cache: packages
before_install:
- R -e 'install.packages("devtools")'
- R -e 'devtools::install_deps()'
script:
- R CMD build .
- R CMD check *tar.gz --as-cran
deploy:
provider: script
script: Rscript -e 'devtools::release()'
skip_cleanup: true
on:
tags: true
In both examples, the workflow checks the R package by installing dependencies, building the package, running tests, and deploying it to a specific environment. This helps ensure that the package is always up-to-date, stable, and functional.
In addition to GitHub Actions and Travis CI, there are several other CI/CD tools that can be used for R package development, such as Jenkins, CircleCI, and GitLab CI/CD. Regardless of the tool used, the main goal of CI/CD in R package development is to automate the testing and deployment process, thereby reducing the risk of errors and increasing the speed and efficiency of the development process.