gemini-code-assist[bot] commented on PR #108: URL: https://github.com/apache/tvm-ffi/pull/108#issuecomment-3397702479
## 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 enhances the TVM FFI system by introducing a new `__tvm_ffi_tensor__` protocol. This protocol allows Python classes that wrap an `ffi.Tensor` to be directly passed to TVM FFI functions, enabling faster and more seamless integration without requiring explicit unwrapping. The change includes the necessary Cython implementation to recognize and handle this protocol, along with tests and benchmarks to ensure correctness and evaluate performance. ### Highlights * **New Protocol Introduction**: Introduced the `__tvm_ffi_tensor__` protocol, enabling custom Tensor-like classes to expose an underlying `ffi.Tensor` for fast FFI calls. * **Cython Implementation**: Implemented the new protocol within the Cython FFI argument setter mechanism, allowing `tvm_ffi` to recognize and utilize objects conforming to `__tvm_ffi_tensor__`. * **Reference Counting for Temporary Tensors**: Added logic to manage the reference count of temporary `ffi.Tensor` objects returned by `__tvm_ffi_tensor__` to ensure they remain alive during FFI calls. * **New Test Case**: Added a new Python test case (`test_tvm_ffi_tensor_compatible`) to validate the functionality of the `__tvm_ffi_tensor__` protocol. * **Benchmark Integration**: Integrated a new benchmark (`tvm_ffi_nop_autodlpack_from_test_ffi_tensor`) to measure the performance overhead of using the `__tvm_ffi_tensor__` protocol. <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]
