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GitHub Actions Workflows

This directory contains GitHub Actions Continuous integration/continuous delivery (CI/CD) workflows, most of which are also used by admiral's extensions. Workflows defined here are responsible for assuring high package quality standards without compromising performance, security, or reproducibility.

What these workflows do?

Most workflows have a BEGIN boilderplate steps and END boilderplate steps section within them which define some standard steps required for installing system dependencies, R version and R packages which serve as dependencies for the package.

The underlying mechanisms for installing R and Pandoc are defined in r-lib/actions, while the installation of system dependencies and R package dependencies is managed via the Staged Dependencies GitHub Action. The latter is used in conjunction with the staged_dependencies.yaml file in order to install dependencies that are in the same stage of development as the current package. You can read more about how it works here. Note that the latter is not necesary for this workflow to work and is completely optional.

Following the installation of system dependencies, R, and package dependencies, each workflow does something different.

This workflow checks for issues within template scripts. For example, in admiral package there are several template scripts with admiral-based functions showing how to build certain ADaM datasets. As we update the admiral functions, we want to make sure these template scripts execute appropriately. Functions in the template scripts that are deprecated or used inappropriately will cause this workflow to fail.

This workflow measures code coverage for unit tests and reports the code coverage as a percentage of the total number of lines covered by unit tests vs. the total number of lines in the codebase.

The covr R package is used to calculate the coverage.

Report summaries and badges for coverage are generated using a series of other GitHub Actions.

This workflow checks whether URLs embedded in code and documentation are valid. Invalid URLs reults in workflow failures. This workflow uses lychee to detect broken links. Occasionally this check will detect false positives of urls that look like urls. To remedy, please add this false positive to the .lycheeignore file.

Static code analysis is performed by this workflow, which in turn uses the lintr R package.

Any .lintr configurations in the repository will be by this workflow.

Documentation for the R package is generated via this workflow. This workflow uses the pkgdown framework to generate documentation in HTML, and the HTML pages are deployed to the gh-pages branch.

Moreover, an additional Versions dropdown is generated via the GitHub Action, so that an end user can view multiple versions of the documentation for the package.

This workflow performs R CND check for the package. Failed workflows are typically indicative of problems encountered during the check, and therefore an indication that the package does not meet quality standards.

When a new release of the package is made, this workflow executes to create a validation report via theValidatoR. The PDF report is then attached to the release within GitHub.

If your codebase uses a README.Rmd file, then this workflow will automatically render a README.md and commit it to your branch.

Spellchecks are performed by this workflow, and the spelling R package is used to detect spelling mistakes. Failed workflows typically indicate misspelled words. In the inst/WORDLIST file, you can add words and or acronyms that you want the spell check to ignore, for example occds is not an English word but a common acronym used within Pharma. The workflow will flag this until a user adds it to the inst/WORDLIST.

Code style is enforced via the styler R package. Custom style configurations, if any, will be honored by this workflow.

Failed workflows are indicative of unstyled code.

How to use these workflows?

Reuse (recommended)

You could add just one file called .github/workflows/common.yml to directly import these workflows while receiving the latest updates and enhancements, given that the workflows defined in this repository enable reusability via the workflow_call GitHub Actions event.

The contents of the .github/workflows/common.yml file are available in the common.yml.inactive file in this repository.

Copy as-is (not recommended)

Alternatively, if you want a high level of customization, you could simply copy the workflows as-is from this repository to your repository.