gemini-code-assist[bot] commented on PR #37529: URL: https://github.com/apache/beam/pull/37529#issuecomment-3857402765
## Summary of Changes Hello @AMOOOMA, 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 addresses flakiness in two distinct test suites within the Apache Beam Python SDK. It refines the model cost estimation logic in the model manager tests to ensure consistent behavior and updates a shared resource tag in the multi-process utility tests, both aimed at improving test reliability. ### Highlights * **Model Manager Test Refinement**: Simplified cost calculation logic in `model_manager_test.py` by removing a redundant `load_cost` variable and directly using `model_cost` for allocation and assertion, which likely resolves a source of test flakiness. * **Multi-Process Shared Test Tag Update**: Updated a tag name from 'basic' to 'main' for a `MultiProcessShared` instance in `multi_process_shared_test.py`, addressing potential flakiness or naming inconsistencies. 🧠**New Feature in Public Preview:** You can now enable **Memory** to help **Gemini Code Assist** learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. **Click [here](https://codeassist.google/code-review/login) to enable Memory in your admin console.** <details> <summary><b>Changelog</b></summary> * **sdks/python/apache_beam/ml/inference/model_manager_test.py** * Removed the `load_cost` variable and updated its references to use `model_cost` directly within the `test_single_model_convergence_with_fluctuations` method. * Modified the `noise` calculation in the same test to align with the simplified cost logic. * **sdks/python/apache_beam/utils/multi_process_shared_test.py** * Changed the `tag` argument for a `MultiProcessShared` instance from `'basic'` to `'main'` in the `test_unsafe_hard_delete_autoproxywrapper` method. </details> <details> <summary><b>Activity</b></summary> * The author, AMOOOMA, created this pull request to fix flakiness in tests. * No specific human activity (comments, reviews, or progress updates) has been recorded in the provided context. </details> <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>`. 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