gemini-code-assist[bot] commented on PR #18414: URL: https://github.com/apache/tvm/pull/18414#issuecomment-3477443811
## 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 advances the PyTorch frontend's capability to handle and verify decomposed operators within its intermediate representation (IR). By enabling decomposition testing and refining the expected IR for numerous operations such as `prod`, `var`, `std`, `take`, `flip`, and `unflatten`, it ensures that the system accurately processes and optimizes these operations when broken down into their fundamental components. This enhancement contributes to a more robust and precise IR generation pipeline, crucial for downstream compilation and execution. ### Highlights * **Decomposed Operator Support**: Enabled `run_ep_decomposition=True` for a wide array of operator tests, including `EmptyLike`, `OneHot`, `OnesLike`, `ZeroInplace`, `Zeros`, `ZerosLike`, `TypeAs`, `Select`, `Unflatten`, `Gather`, `IndexPut`, `Flip`, `Take`, `Std`, `Var`, and `Prod`. This ensures that these operators are tested in their decomposed forms. * **IR Refinements for Core Operations**: The `Expected` Intermediate Representation (IR) for several operators has been updated to reflect their decomposed structure. For instance, `R.one_hot` is now represented as a sequence of `R.arange`, `R.expand_dims`, `R.equal`, and `R.astype`, while `R.std` is decomposed into `R.variance` and `R.sqrt`. * **Standardized IR Parameter Naming**: Input parameter names within the `Expected` IR functions have been made more descriptive (e.g., `inp_0` changed to `data` or `x`), improving readability and consistency across the tests. <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]
