gemini-code-assist[bot] left a comment (apache/tvm#18543) ## 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). -- Reply to this email directly or view it on GitHub: https://github.com/apache/tvm/pull/18543#issuecomment-3610584527 You are receiving this because you are subscribed to this thread. Message ID: <apache/tvm/pull/18543/[email protected]>
