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Tips to Start Contributing to Ultralytics Open-Source Projects

Learn how to contribute to Ultralytics open-source projects and explore the best tips related to documentation, reviewing PRs, and using essential tools.

The basis of open-source software is collaboration, learning, and sharing. Open-source projects are a great way for people to come together to build something bigger than themselves. At Ultralytics, we hold the principles of open-source close to our hearts and always encourage you to contribute to our open-source projects. 

If you're excited to contribute, whether that’s through writing documentation, reviewing code, or addressing issues, but aren’t sure where to begin or are facing some issues, we’re here to help you get started. In this article, we’ll walk you through some tips to start contributing to Ultralytics open-source projects. Let’s dive right in!

The Importance of Ultralytics Community Contributions

Before we take a look at how to contribute, let’s answer the question of why contributions are so crucial. We strongly believe in the importance of contributions from the Ultralytics community. By participating in our open-source projects, you're doing more than just helping us build better software. Contributors play a key role in making sure that our technology remains open, collaborative, and constantly evolving. Your contributions keep our projects thriving, accessible, and beneficial to users and developers all around the world!

Beyond creating cutting-edge software, contributing to Ultralytics projects is also a fantastic opportunity for you to grow. You can develop your coding, problem-solving, and teamwork skills while working alongside experienced developers who can offer guidance and share best practices. Your efforts can have a real impact on tools used by thousands of people globally. Engaging with our community can also help you expand your professional network, open up new opportunities, and enhance your portfolio to make you stand out to employers.

Fig 1. Reasons to Contribute. Image by Author.

How to Start with Ultralytics Open-Source Contributions

A great place to start is by checking out the official Ultralytics contributing guide. It’s packed with best practices and tips to help you make the most of your contributions. The first step would be to familiarize yourself with what’s already part of the project by understanding the contributing guidelines and diving into the code. 

Whether you're looking to contribute to development or just want to explore the latest code, the next step is to clone the Ultralytics repository. Once you’ve done that, you can go to the project directory and install the package in editable mode, as shown in the code snippet below.


# Clone the ultralytics repository
git clone https://github.com/ultralytics/ultralytics

# Navigate to the cloned directory
cd ultralytics

# Install the package in editable mode for development
pip install -e .

If you need help, our quickstart guide has everything you need to get started smoothly.

Different Areas to Contribute To

Once you’ve set up your environment and are familiar with the project, you can explore the different areas where you can make a meaningful impact. Ultralytics offers several ways to get involved, and you can choose how to contribute based on your skills and interests. 

Here’s a look at some of the options:

  • Documentation: Contributing to the documentation is a great way to dive into the project while honing your writing skills. You can help by improving existing documentation, adding missing details, or creating new guides that make it easier for others to contribute.
  • Bug fixes: If you have some coding experience, consider working on bug fixes. These can range from minor adjustments to more complex problems, giving you the chance to make a tangible impact on the project.
  • Feature enhancements: For those who are ready to dive deeper, working on feature enhancements can be both challenging and rewarding. This might involve adding new features, improving existing ones, or working on the project roadmap.
  • Pull request reviews: Reviewing pull requests is another valuable way to contribute, especially if you’re familiar with the project’s standards and best practices. By providing feedback and suggesting improvements, you help maintain the quality and integrity of the codebase.
  • Community discussions: Engaging in community discussions is an excellent way to contribute if you enjoy collaboration and sharing ideas. Participate in ongoing conversations, propose new ideas, or help others by offering your insights and solutions.

Each of these areas offers a unique way to contribute, and you can choose the one that best aligns with your strengths and interests. Remember, every contribution, no matter how small, plays a key role in helping Ultralytics grow and evolve.

Fig 2. Every contribution is valued in our growing community. Image Source: Envato Elements.

Contributing to Ultralytics Open-Source Documentation

When contributing to Ultralytics documentation, be sure to review the existing documentation and check for any issues or discussions that highlight areas needing improvement. Doing so helps ensure your contributions are focused where they’re most needed. 

When writing or editing, keep in mind that it’s key to follow the project’s guidelines to maintain consistency. Here are a few formatting tips:

  • Always use Markdown formatting.
  • Start each document with a clear introduction, and keep your language simple and accessible. 
  • Use bullet points for lists, descriptive text for links, and images under 1 MB to let pages load quickly.
  • In case you have questions about formatting, an easy way to double-check your formatting is to check how previous documentation has been formatted.
Fig 3. An example of Markdown formatting (on the left) and the final visualized document (on the right). Image by Author.

Once you've made your draft, it’s important to preview it by building the documentation locally. You can catch any issues before submitting. To do this, start by cloning the repository and navigating to the project directory:


git clone https://github.com/ultralytics/ultralytics
cd ultralytics

Next, you can install the necessary dependencies:


pip install -e ".[dev]"

Finally, serve the documentation locally to review your changes:


mkdocs serve -f mkdocs.yml

You can view the locally built docs by navigating to `http://127.0.0.1:8000/` in your web browser. 

After reviewing for clarity, accuracy, and consistency, you can submit a pull request with a clear description of the doc you’ve created. Be sure to place the doc in the appropriate section based on where it belongs and fits best (guides, solutions, integrations, etc.). Please also take a look at the index.md file for the relevant sections and the overall mkdocs.yml file, and make any updates as needed. Attention to detail will help the review process go smoothly and ensure your contribution is well-integrated into the project.

Things To Keep in Mind While Contributing to Open-Source Code

When making code contributions to the Ultralytics project, it's important to follow best practices that help guarantee your code is clean, maintainable, and easy to integrate. Here are some key points to keep in mind:

  • Avoid code duplication: Reuse existing code wherever possible and minimize unnecessary arguments.
  • Make smaller, focused changes: Focus on smaller, targeted changes rather than large modifications.
  • Simplify or remove code: Look for opportunities to simplify the code or remove unnecessary parts.
  • Write effective docstrings: Clearly explain what your code does and link to relevant resources.
  • Avoid unnecessary dependencies: Only add dependencies if they are absolutely necessary.
Fig 4. Source Code Documentation Best Practices.

It’s also essential to consider the long-term maintainability of the codebase. Before making any changes, ask yourself whether your modifications might break someone’s existing code using Ultralytics. If so, consider how to address this and make sure your changes are as compatible as possible.

Once you've developed a piece of code to contribute, you’ll need to test it. You can use frameworks like pytest to test your changes before submitting them. Consistent code formatting is another aspect of your contribution that is very important. Tools like the Ruff Formatter can help you maintain stylistic consistency and detect any logical bugs or inconsistencies in your code. 

Reviewing Pull Requests

Reviewing pull requests (PRs) is a great way to contribute! A PR is raised when someone requests to merge their changes into the main project. It helps keep the Ultralytics project running smoothly. When you’re reviewing a PR, make sure you understand why the changes were made. The author should clearly explain the purpose and benefits of the update, and you should see evidence of thorough testing in their PR. 

Fig 5. What is a pull request?

Let’s walk through a few key things to focus on.

  • Check for unit tests: Check that the PR includes tests for new features or changes to confirm the code works as expected and doesn’t introduce issues.
  • Review documentation updates: Verify that documentation is updated to reflect changes or new features, including examples, API references, and other relevant details.
  • Evaluate performance impact: Consider how the changes affect performance. If needed, request performance benchmarks or additional testing.
  • Verify CI tests: Ensure all Continuous Integration (CI) tests are passing, including checks for code formatting and unit test results.
  • Collaborate on fixes: If any tests fail, work with the author to resolve issues before approving the PR.

As a reviewer be sure to provide feedback that is specific and clear about any issues or concerns. Offer suggestions for improvement and ask questions that help the author think through potential problems. Encourage them to follow best practices in coding, testing, and documentation, and don’t hesitate to point them to resources that can help. Last but not least, always recognize the effort the author put into the PR. Positive feedback helps maintain a friendly and collaborative atmosphere in the open-source community.

Contributing is All About Community

Contributing to open-source projects like Ultralytics can give you an inspiring sense of community. Whether you’re writing code, reviewing PRs, updating documentation, or engaging in discussions, every effort helps the project grow and evolve. Answering issues or engaging in conversations, whether on GitHub, Discord, Subreddit, or other forums, is a valuable way to contribute and connect with others. Remember, your contributions, no matter how small, make a significant impact and help foster a collaborative and supportive environment for everyone involved!

At Ultralytics, we’re passionate about driving innovation in the open-source community. Stay in the loop with our latest developments by visiting our GitHub repository. Join our vibrant community and see how we’re making an impact across industries like agriculture and manufacturing.

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