gemini-code-assist[bot] commented on PR #18543: URL: https://github.com/apache/tvm/pull/18543#issuecomment-3610584527
## Summary of Changes Hello @aa32801052, 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 several key developments, including upgrading the C++ standard, integrating posit datatypes, updating tutorials, adding parallelization directives, providing BYODT examples, and enhancing the GPT-2 compilation process. These changes collectively aim to improve performance, enable custom data types, and provide better documentation and examples. ### Highlights * **CMake Update**: The CMakeLists.txt file has been updated to use C++ standard 20. * **Posit Integration**: The Posit.cmake module has been modified to correctly include the Universal path, and new files have been added to register posit datatypes and operations. * **Tutorial Updates**: The optimize_llm.py tutorial has been updated to use the CPU device and a specific path for TinyLlama weights, and the TinyLlama tutorial was added. * **Parallelization**: A new script sch_handed.py was added to introduce parallel directives to all functions. * **BYODT Example**: New example files were added to demonstrate the usage of BYODT (Bring Your Own Datatype) with posit numbers, including registration and a test script. * **GPT-2 Compilation**: The GPT-2 compilation script has been updated to include FP16 and mixed precision models, along with automatic optimization and posit compilation. * **Mixed Precision Strategy**: A document describing the mixed precision strategy has been added. * **Benchmark Results**: A CSV file containing benchmark results has been added. <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]
