gemini-code-assist[bot] commented on PR #67: URL: https://github.com/apache/tvm-ffi/pull/67#issuecomment-3342049856
## 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 significantly refines the Application Binary Interface (ABI) for Tensor objects by introducing a new `ShapeView` class and minimizing the internal state exposed by `TensorObj`. The primary goal is to enhance ABI stability for future C++ dependencies by ensuring that the C++ API relies more directly on the DLTensor field's behavior. This involves optimizing memory management through in-place allocation of shape and strides data and providing direct accessors for key tensor properties. ### Highlights * **Introduction of ShapeView**: A new lightweight, non-owning `ShapeView` class has been introduced to efficiently represent shape data, reducing managed copies and memory allocations associated with `Shape` objects. * **Minimized TensorObj ABI Exposure**: The internal structure of `TensorObj` has been streamlined by removing internal state like cached DLManagedTensorVersioned, shape_data_, and strides_data_. This ensures the C++ API primarily depends on the behavior of the DLTensor field, leading to a more stable ABI. * **In-place Allocation for Shape and Strides**: Shape and strides data are now allocated in-place directly after `TensorObj` derived structures (e.g., `TensorObjFromNDAlloc`, `TensorObjFromDLPack`), optimizing memory usage and reducing the need for separate `Shape` object allocations. * **New Helper Functions for ffi::Tensor**: Convenience methods `data_ptr()`, `ndim()`, and `numel()` have been added to the `ffi::Tensor` class, providing direct access to underlying DLTensor properties. * **Version Bump**: The project version has been updated from `0.1.0b9` to `0.1.0b10`. <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]
