gemini-code-assist[bot] commented on PR #18502: URL: https://github.com/apache/tvm/pull/18502#issuecomment-3574267186
## Summary of Changes Hello @abeeha123, 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 resolves a critical bug affecting the export of Hugging Face models by ensuring that necessary `position_ids` and `token_type_ids` buffers are correctly recognized during the translation process. Beyond this specific fix, the changes significantly refactor and simplify the PyTorch ExportedProgram importer, removing redundant operator mappings and streamlining internal utility functions. This leads to a more robust, maintainable, and efficient conversion pipeline from PyTorch to Relax. ### Highlights * **Hugging Face Export Fix**: Addressed an issue where Hugging Face model export failed due to missing `position_ids` and `token_type_ids` buffers by explicitly including them in the exported program's state dict. * **Simplified Operator Handling**: Removed numerous specific operator handlers (e.g., `_sqrt`, `_rsqrt`, `_batch_norm_legit_no_stats`) and streamlined their mapping in `create_convert_map`, often leveraging generic `_unary_op` or removing redundant entries. * **Refactored Buffer Conversion**: Eliminated the `_convert_pytorch_tensor_to_tvm` helper function, opting for direct `tvm.runtime.from_dlpack` conversion with a numpy fallback for improved efficiency and conciseness. * **Streamlined Input Variable Creation**: Removed the `_process_derived_symbol` function and `range_constraints` handling, simplifying the logic for creating Relax input variables. * **Unconditional Decomposition**: The `run_ep_decomposition` parameter was removed, making the decomposition of the exported program into Core ATen operators an unconditional step in the translation process. <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]
