gemini-code-assist[bot] commented on PR #18417: URL: https://github.com/apache/tvm/pull/18417#issuecomment-3478963658
## 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 integrates support for decomposed operators within the PyTorch frontend for Relax. It updates the expected Intermediate Representation (IR) in several test cases to accurately reflect how operators like `stack`, `tile`, `fill`, `masked_fill`, and type conversions are broken down into more primitive operations. This ensures proper handling and verification of these decomposed operators within the Relax framework. ### Highlights * **Operator Decomposition Support**: Enabled `run_ep_decomposition` for numerous `verify_model` calls across various tests, indicating the activation of operator decomposition for a wide range of operations. * **IR Adjustments for `stack` Operator**: The expected Intermediate Representation (IR) for `R.stack` operations was updated to reflect their decomposition into `R.concat` and `R.reshape` primitives. * **`tile` Operator Argument Fix**: The `R.tile` operator's `repeats` argument is now explicitly named in the expected IR, improving clarity and correctness in its representation. * **`fill` and `masked_fill` IR Changes**: `R.full` was replaced with `R.full_like` for `fill` operations, and `masked_fill` now uses `R.const` for the fill value in its expected IR. * **Simplified Type Conversion IR**: Explicit `R.astype` calls were removed from the expected IR for various type conversion tests, suggesting a more streamlined representation or implicit handling. <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]
