gemini-code-assist[bot] commented on PR #18413: URL: https://github.com/apache/tvm/pull/18413#issuecomment-3476745945
## Summary of Changes Hello @tlopex, 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 enhances the `cross_compilation_and_rpc` tutorial by integrating a modern PyTorch model deployment workflow using TVM's Relax framework. It provides a high-level, end-to-end guide for users to import, compile, and deploy neural network models to diverse remote devices, complementing the existing low-level TensorIR examples. The update aims to make the tutorial more relevant and practical for contemporary model deployment scenarios. ### Highlights * **New PyTorch/Relax Deployment Workflow**: Introduces a comprehensive guide for deploying PyTorch models to remote devices using TVM's Relax framework, covering model import, conversion, cross-compilation, and RPC deployment. * **Modernized Tutorial Content**: Updates the existing cross-compilation and RPC tutorial to include a modern, high-level approach for end-to-end model compilation, complementing the existing low-level TensorIR examples. * **Detailed Step-by-Step Guide**: Provides a clear, multi-step process for users, including defining and exporting PyTorch models, converting to Relax, cross-compiling for various architectures (ARM, x86, RISC-V), deploying via RPC, running remote inference, and evaluating performance. * **Performance Optimization Guidance**: Includes practical recommendations for optimizing model performance on target devices, leveraging techniques such as MetaSchedule, DLight, and architecture-specific compiler flags. <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]
