gemini-code-assist[bot] commented on PR #18444: URL: https://github.com/apache/tvm/pull/18444#issuecomment-3530544226
## Summary of Changes Hello @jakusa21, 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 `cpu_sample` device API implementation for TVM, designed to serve as a reference and debugging tool. It defines a new device type, provides a fully logged CPU-based device API class, and includes dedicated tests and comprehensive documentation. The primary goal is to offer a clear example of how to integrate a custom device API into TVM, with detailed output to trace execution flow for development and verification purposes. ### Highlights * **New Device Type Introduction**: Introduced `kDLCPUSample` (type 20) into the `TVMDeviceExtType` enumeration and extended the `DLDeviceType2Str` function to recognize this new sample CPU device, allowing TVM to interface with it. * **Sample Device API Implementation**: Added the `CPUSampleDeviceAPI` class in `src/runtime/cpu_sample_device_api.cc`, providing a fully functional, CPU-based device API. This implementation includes comprehensive `std::cout` logging for all major operations such as memory allocation, data copying, workspace management, attribute retrieval, device setting, and stream synchronization, making it an excellent reference for debugging and verification. * **Comprehensive Testing and Documentation**: Included `test_cpu_sample_device.py` to validate basic device operations and a simple computation test for the new API. Additionally, `CPU_SAMPLE_DEVICE_README.md` was added, offering detailed explanations of the implementation, usage instructions, architectural overview, key features, technical specifics, and potential future extensions. <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]
