mlops-collaboration

name	mlops-collaboration
description	Guide to prepare MLOps projects for sharing, collaboration, and community engagement.

MLOps Collaboration

Goal

To transform a private project into a public, collaborative resource by establishing Governance (License, Code of Conduct), Documentation (README, Contributing), Standardization (Templates, Workstations), and Release Management.

Prerequisites

• Language: Python
• Platform: GitHub
• Context: Open sourcing or team collaboration.

Instructions

1. Repository Governance

Set the rules of engagement.

1. Code of Conduct: Add CODE_OF_CONDUCT.md to foster a safe community.
2. Protection: Protect the main branch (require PRs, status checks).
3. Review: Automate preliminary reviews with tools like Gemini Code Assist (.gemini/config.yaml).
4. Ignore: Comprehensive .gitignore (exclude secrets, data, venvs).

2. Comprehensive Documentation

Make the project usable and understandable.

1. README.md: The landing page (Badges, Hook, Quickstart).
2. MkDocs: Use for full documentation sites (API ref, tutorials) when README.md gets too long.
3. CONTRIBUTING.md: Guide for developers (env setup, PR process, testing standards).
4. CHANGELOG.md: Generate from Conventional Commits with git-cliff (replaces Commitizen); commit the rendered file.

3. Standardization & Workstations

Eliminate "it works on my machine".

1. Templates: Use cookiecutter for scaffolding and cruft update to keep projects synced.
2. Workstations: Add .devcontainer/devcontainer.json.
   • Define Docker image, extensions, and settings.
   • Enable GitHub Codespaces support.

4. Release Management

Ship with confidence.

1. Versioning: Follow SemVer (MAJOR.MINOR.PATCH) driven by Conventional Commits.
2. Changelog: Generate with git-cliff from the commit history (replaces Commitizen/Keep-a-Changelog by hand).
3. Workflows:
   • GitHub Flow: Small teams, continuous delivery (main is stable).
   • Git Flow: Scheduled releases (develop + release branches).
   • Forking: Open source, distributed contributors.
4. Process: Bump version -> git-cliff changelog -> annotated vX.Y.Z tag (git tag -a vX.Y.Z) -> gh release create vX.Y.Z.

Self-Correction Checklist

• License: Is a LICENSE file present?
• Readme: Does README.md have installation instructions?
• Contributing: Is CONTRIBUTING.md clear?
• Devcontainer: Does .devcontainer/devcontainer.json exist?
• SemVer: Are releases semver-tagged (vX.Y.Z) via gh release create?
• Changelog: Is CHANGELOG.md generated by git-cliff from Conventional Commits?