Git Methodology


Details on our git branching method used for RAPIDS and our style conventions for git commits.

Intended audience



See also

Git branching


Our development approach involves protecting the main branch so that it becomes the official release record for any RAPIDS project. Development PRs will be merged into a release branch, which will be merged into main and tagged only when the release is ready. The only other merges to main are hotfixes.

Development workflow

All PRs are merged into a release branch named branch-M.B where M is the major version and B is the minor version number. Release branches are created from the previous release branch when the decision has been made to freeze the release.

To freeze a release branch is to stop new development for the release, and focus on completing outstanding features and any bugs discovered from testing. Once this freeze happens a new branch branch-M.C (where C=B+1) is created so development can continue. Updates to branch-M.B can be merged as needed to branch-M.C, but generally will wait until the release is finished. This means that branch-M.X (where X is the highest minor version) the latest and greatest code.

Hotfixes (patch releases) related to the current release M.A are directly merged to main from a PR and then those changes are also merged to the current release branches in progress through an automated process. All merges to main trigger an automated CI job that will produce a new release and tag incrementing the patch version off of the previous highest tag in the repo. Once the tag is set, the automated CI build for conda packages creates and pushes new packages for users. This includes the version change enabling known good builds and the ability to rollback.

Minor (and eventually, Major) release development takes place on the current release branch. PRs can be edited on GitHub to set the target base branch for merging the PR. It is the reviewer’s responsibility to ensure the PR is targeted for the correct and planned release branch. Once PRs have passed all tests, they are merged to their release branch, which triggers an automated CI build for conda packages that will be marked as development, such as M.N-dev1. These can be inspected by the team to ensure the build works as intended and perform larger testing.

Once a release has been reviewed and signoff has been given, a PR is created to merge the release branch to main. After the merge, the automated tagging process tags and releases a minor version and kicks off the conda builds for the public release.


  • The main branch is the official release history (including hotfixes).
    • The tip of main is intended to be always working given the testing and reviews of merged PRs.
    • Hotfixes (patch releases) are automatically tagged for every push to main.
  • Release branches are used for development of the next releases and all PRs except for hotfixes are merged to the current release branch.
    • A new release branch is created from the previous release branch after the release freeze (see above).
    • After the freeze and before the release branch is merged, there are two release branches; however, active development should take place in the next release branch, while cleanup and finalization happens in the frozen branch.
    • This gives the highest numbered branch-M.X (modulo hot fixes and unmerged frozen release fixes) the latest and greatest code.
  • Minor releases are done by creating a PR for the minor release from the associated release branch.
    • After review and sign off by the team, the PR is merged into main.

Large files and git

Any file larger than 5MB must be stored using either Git LFS or S3.

Size Required Not Required
<5MB Git Git
>5MB Git LFS S3
>2GB Avoid S3

A required file is a file that the average developer requires in order to build and/or test the project. This may include small datasets for running unit tests or large source files.

Files that are not required should be stored in S3 so the limited number of developers who need it can “opt-in” to downloading these larger files. This helps keep the repository smaller for the majority of users.

It is important to choose the appropriate storage mechanism from the beginning because transitioning from git to git LFS or S3 requires rewriting git history.

If you need data uploaded to S3, simply file an Ops issue.