guan404ming opened a new issue, #570:
URL: https://github.com/apache/mahout/issues/570

   ### Summary
   
   * Add **Ruff**, a fast Python linter and code quality tool, to the project.
   * **What Ruff is:** A linter, formatter, and code checker written in Rust 
for speed and efficiency.
   * **Widely used:** Adopted by many open-source projects like **Apache 
Airflow**.
   
   ### Use Case
   
   * Ensures consistent code style and quality across the codebase.
   * Catches syntax errors, style violations, and common bugs early.
   * Faster than traditional Python linters, making it ideal for large projects.
   * Can be integrated into pre-commit hooks or CI pipelines for automatic 
enforcement.
   
   ### Proposed Implementation
   
   - [ ] Install Ruff as a dev dependency.
   - [ ] Integrate Ruff into CI pipelines for full-code checks.
   - [ ] Add a pre-commit hook to run Ruff on staged files.
   
   ### Alternatives Considered
   
   * **Flake8 + isort + Black:** works but slower and requires multiple tools.
   * **Pylint:** thorough but slower and more verbose.
   
   ### Additional Context
   
   * Written in Rust for high performance.
   * Can replace multiple existing Python linting/formatting tools.
   * Documentation: [https://beta.ruff.rs/](https://beta.ruff.rs/)
   
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