guan404ming opened a new pull request, #596:
URL: https://github.com/apache/mahout/pull/596

   ### Purpose of PR  
   <!-- Describe what this PR does. -->
   
   Integrate [pre-commit](https://github.com/pre-commit/pre-commit) hooks to 
automate code quality checks and formatting. This PR enforces basic code 
hygiene standards:
     - Valid YAML syntax
     - Proper file endings (newlines)
     - No trailing whitespace
   
   Pre-commit is a framework that automatically runs validation and formatting 
tools (such as code formatters, linters, and static analyzers) before each 
commit, ensuring consistent code quality across the repository. This PR adds 
pre-commit configuration and establishes a CI workflow to automatically enforce 
these checks.
   
   ### Related Issues or PRs
   <!-- Add links to related issues or PRs. -->
   <!-- - Closes #123  -->
   <!-- - Related to #123   -->
   
   ### Changes Made  
   <!-- Please mark one with an "x"   -->
   - [ ] Bug fix  
   - [ ] New feature
   - [ ] Refactoring
   - [ ] Documentation
   - [ ] Test
   - [x] CI/CD pipeline
   - [ ] Other
   
   ### Breaking Changes  
   <!-- Does this PR introduce a breaking change? -->
   - [ ] Yes  
   - [x] No
   
   ### Checklist
   <!-- Please mark each item with an "x" when complete -->
   <!-- If not all items are complete, please open this as a **Draft PR**.
   Once all requirements are met, mark as ready for review. -->
   
   - [x] Added or updated unit tests for all changes
   - [x] Added or updated documentation for all changes
   - [x] Successfully built and ran all unit tests or manual tests locally
   - [x] PR title follows "MAHOUT-XXX: Brief Description" format (if related to 
an issue)
   - [x] Code follows ASF guidelines
   
   


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