gemini-code-assist[bot] commented on PR #37956: URL: https://github.com/apache/beam/pull/37956#issuecomment-4131367011
## Summary of Changes Hello, 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 introduces a new `AnthropicModelHandler` to Apache Beam's `RunInference` transform, enabling direct integration with Anthropic Claude models via their Messages API. This allows users to perform batch inference with Claude models using only an API key, bypassing the need for Vertex AI or GCP setup, similar to the existing Gemini integration. The change expands Beam's ML inference capabilities by adding support for another major LLM provider. ### Highlights * **New AnthropicModelHandler**: Added a dedicated `AnthropicModelHandler` to enable direct inference with Anthropic Claude models within Apache Beam pipelines, bypassing the need for Vertex AI or GCP setup. * **Request Functions**: Implemented `message_from_string` and `message_from_conversation` functions to handle different input formats for Claude's Messages API, supporting both single-turn prompts and multi-turn conversations. * **Robust Error Handling**: Included retry logic for Anthropic API errors, specifically targeting rate limiting (429) and server-side errors (5xx) to improve pipeline resilience. * **Comprehensive Testing**: Developed extensive unit tests using mocks and integration tests requiring an API key, ensuring the reliability and correctness of the Anthropic integration. * **Build System Integration**: Configured the build system to include Anthropic integration tests in post-commit checks, registering a new Pytest marker and a Gradle task. 🧠**New Feature in Public Preview:** You can now enable **Memory** to help **Gemini Code Assist** learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. **Click [here](https://codeassist.google/code-review/login) to enable Memory in your admin console.** <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 --- | --- | --- Code Review | `/gemini review` | Performs a code review for the current pull request in its current state. Pull Request Summary | `/gemini summary` | Provides a summary of the current pull request in its current state. Comment | @gemini-code-assist | Responds in comments when explicitly tagged, both in pull request comments and review comments. Help | `/gemini help` | Displays a list of available commands. <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). </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]
