gemini-code-assist[bot] commented on PR #36233: URL: https://github.com/apache/beam/pull/36233#issuecomment-3319138618
## Summary of Changes Hello @charlespnh, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request adds a new blog post to the website, detailing the outcomes of a Google Summer of Code 2025 project. The project aimed to improve the user accessibility of the Beam YAML SDK by developing and documenting production-ready machine learning pipeline examples that leverage Kafka and Iceberg data sources. These examples demonstrate how to implement complex ML workflows using Beam's declarative YAML approach, addressing a previous lack of comprehensive use cases. ### Highlights * **New Blog Post Added**: This pull request introduces a new blog post titled 'Google Summer of Code 2025 - Beam YAML, Kafka and Iceberg User Accessibility'. * **GSoC 2025 Project Summary**: The blog post summarizes a GSoC 2025 project focused on enhancing the Beam YAML SDK's accessibility for complex ML tasks by integrating with Kafka and Iceberg. * **Production-Ready ML Examples**: The project delivered four production-ready ML pipeline examples using the Beam YAML SDK: Streaming Classification Inference, Streaming Regression Inference, Batch Anomaly Detection, and Feature Engineering & Model Evaluation. * **Improved User Accessibility**: The core intent of the project was to provide meaningful, end-to-end examples to help democratize data processing for scientists and analysts, bridging the adoption gap for the Beam YAML SDK in ML workflows. <details> <summary><b>Using Gemini Code Assist</b></summary> <br> The full guide for Gemini Code Assist can be found on our [documentation page](https://developers.google.com/gemini-code-assist/docs/review-github-code), here are some quick tips. <b>Invoking Gemini</b> You can request assistance from Gemini at any point by creating a comment using either `/gemini <command>` or `@gemini-code-assist <command>`. Below is a summary of the supported commands on the current page. Feature | Command | Description --- | --- | --- <b>Customization</b> To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a `.gemini/` folder in the base of the repository. Detailed instructions can be found [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). <b>Limitations & Feedback</b> Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with :thumbsup: and :thumbsdown: on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up [here](https://google.qualtrics.com/jfe/form/SV_2cyuGuTWsEw84yG). <b>You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the [Gemini Code Assist IDE Extension](https://cloud.google.com/products/gemini/code-assist).</b> </details> [^1]: Review the [Privacy Notices](https://policies.google.com/privacy), [Generative AI Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy), [Terms of Service](https://policies.google.com/terms), and learn how to configure Gemini Code Assist in GitHub [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). Gemini can make mistakes, so double check it and [use code with caution](https://support.google.com/legal/answer/13505487). -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
