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‎.github/ISSUE_TEMPLATE/bug_report.md‎

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---
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name: Bug Report
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about: Create a report to help us improve
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title: "[Bug] "
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labels: bug
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assignees: ''
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---
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## Bug Description
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<!-- A clear and concise description of what the bug is -->
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## Expected Behavior
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<!-- What you expected to happen -->
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## Actual Behavior
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<!-- What actually happened -->
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## Steps to Reproduce
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<!-- Steps to reproduce the bug -->
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1.
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3.
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## Minimal Code Example
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```python
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# Minimal reproducible example
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import numpy as np
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from rehline import ReHLine
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# Your code here
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```
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## Environment
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- OS:
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- Python version:
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- ReHLine version:
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- NumPy version:
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- SciPy version:
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- scikit-learn version:
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## Additional Context
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<!-- Add any other context about the problem -->

‎.github/ISSUE_TEMPLATE/feature_request.md‎

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---
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name: Feature Request
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about: Suggest a new feature or improvement
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title: "[Feature] "
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labels: enhancement
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assignees: ''
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---
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## Feature Description
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<!-- A clear and concise description of the feature -->
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## Use Case
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<!-- What's the problem you're trying to solve? Why do you need this feature? -->
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## Proposed Solution
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<!-- How do you think this could be implemented -->
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## Alternative Solutions
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<!-- Any alternative solutions you've considered -->
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## Additional Context
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<!-- Add any other context, screenshots, or mockups about the feature request -->

‎.github/PULL_REQUEST_TEMPLATE.md‎

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## Description
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<!-- Briefly describe what this PR does -->
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## Related Issue
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<!-- Link to related issue: Fixes #123 -->
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## Type of Change
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- [ ] Bug fix (non-breaking change that fixes an issue)
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- [ ] New feature (non-breaking change that adds functionality)
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- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
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- [ ] Documentation update
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- [ ] Refactoring
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- [ ] Other: <!-- describe -->
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## Checklist
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- [ ] I have tested my changes locally
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- [ ] Tests pass: `pytest tests/ -v`
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- [ ] Code follows the style guidelines (PEP 8)
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- [ ] Documentation has been updated (if applicable)
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- [ ] Commits are properly formatted
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## Additional Notes
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<!-- Add any additional context about the PR -->

‎CHANGELOG.md‎

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# Changelog
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All notable changes to this project will be documented in this file.
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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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## [Unreleased]
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## [0.1.1] - 2025-10-07
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### Added
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- Support for monotonic constraints (both increasing and decreasing) in solvers
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- Monotonic constraint documentation and tutorials
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### Fixed
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- Various bug fixes and improvements
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## [0.1.0] - 2025-06-10
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### Added
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- Full scikit-learn compatibility with `plq_Ridge_Classifier` and `plq_Ridge_Regressor`
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- Integration with scikit-learn `Pipeline`
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- Support for `GridSearchCV` and standard evaluation metrics
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### Changed
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- Improved documentation and tutorials
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## [0.0.7] - 2025-06-10
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### Added
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- Multi-class classification support
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- ElasticNet penalty support for `plqERM`
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- ElasticNet penalty support for ReHLine solver
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### Fixed
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- Various bug fixes and improvements
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## [0.0.6] - 2025-01-14
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### Added
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- Matrix factorization support with `plqMF_Ridge` class
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- `make_mf_dataset` function for matrix factorization datasets
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### Changed
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- Updated dependencies
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## [0.0.5] - 2024-10-31
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### Added
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- Additional features and improvements
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### Changed
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- Documentation improvements and code formatting
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## [0.0.4] - 2024-09-03
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### Added
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- Additional features and improvements
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### Changed
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- Dependency updates
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## [0.0.3] - 2024-04-24
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### Added
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- Core solver improvements and bug fixes
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## [0.0.1] - 2023-10-18
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### Added
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- Initial release of ReHLine Python package
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- ReHLine solver for regularized composite ReLU-ReHU loss minimization
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- Support for convex piecewise linear-quadratic loss functions
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- Linear equality and inequality constraints support
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- Ridge regression and classification estimators
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[Unreleased]: https://github.com/softmin/ReHLine-python/compare/v0.1.1...HEAD
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[0.1.1]: https://github.com/softmin/ReHLine-python/compare/v0.1.0...v0.1.1
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[0.1.0]: https://github.com/softmin/ReHLine-python/compare/v0.0.7...v0.1.0
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[0.0.7]: https://github.com/softmin/ReHLine-python/compare/v0.0.6...v0.0.7
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[0.0.6]: https://github.com/softmin/ReHLine-python/compare/v0.0.5...v0.0.6
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[0.0.5]: https://github.com/softmin/ReHLine-python/compare/v0.0.4...v0.0.5
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[0.0.4]: https://github.com/softmin/ReHLine-python/compare/v0.0.3...v0.0.4
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[0.0.3]: https://github.com/softmin/ReHLine-python/compare/v0.0.1...v0.0.3
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[0.0.1]: https://github.com/softmin/ReHLine-python/tree/v0.0.1

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