gemini-code-assist[bot] commented on PR #120: URL: https://github.com/apache/tvm-ffi/pull/120#issuecomment-3403333198
## Summary of Changes Hello @tqchen, 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 focuses on enhancing the clarity and comprehensiveness of the `README.md` file. The updates aim to provide a more precise overview of the Apache TVM FFI's design philosophy and technical capabilities, particularly by detailing its support for DLPack and refining descriptions of its application areas and multi-language features. ### Highlights * **Clarified Kernel DSLs scope**: The description for 'Kernel DSLs' was updated to be more concise, removing 'machine learning systems' for broader applicability. * **Refined ML Infrastructure description**: The 'ML infrastructure' point now explicitly includes 'DSLs' as part of its cross-language support, enhancing clarity. * **Added DLPack compatibility**: New technical features were added, specifically highlighting DLPack-compatible Tensor data ABI for seamless framework support. * **Introduced compact calling conventions**: A new feature detailing compact value and function calling conventions for common machine learning data types was added. * **Streamlined multi-language support**: The description for 'Out-of-the-box multi-language support' was rephrased for better clarity, changing 'future compatibility to other languages that bind to the ABI' to 'future path for other languages'. * **Removed redundant feature**: The point about 'First class support for PyTorch, JAX, and other array libraries' was removed, as its essence is now covered by the more specific DLPack compatibility feature. <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). <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] --------------------------------------------------------------------- To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
