refactor: apply coding standards to interfaces, io, and reporting modules

[ryanmccann1024]

Description:
This PR applies coding standards to the interfaces, io, and reporting modules to improve code quality and consistency across the codebase. The changes include standardizing method signatures, improving parameter naming conventions, and fixing a parameter name mismatch in spectrum assignment functionality. This is part of an ongoing effort to modernize the codebase and ensure consistent coding practices throughout the FUSION project.

🔧 Type of Change

Primary Change Type:

• 🐛 Bug Fix - Non-breaking change that fixes an issue
• ✨ New Feature - Non-breaking change that adds functionality
• 💥 Breaking Change - Change that would cause existing functionality to break
• 🔄 Refactor - Code change that neither fixes a bug nor adds a feature
• 📚 Documentation - Documentation only changes
• 🧪 Tests - Adding missing tests or correcting existing tests
• 🏗️ Build/CI - Changes to build process or CI configuration
• 🎨 Style - Code style changes (formatting, missing semicolons, etc.)
• ⚡ Performance - Performance improvements
• 🔒 Security - Security vulnerability fixes

Component(s) Affected:

• CLI Interface (fusion/cli/)
• Configuration System (fusion/configs/)
• Simulation Core (fusion/core/)
• ML/RL Modules (fusion/modules/rl/, fusion/modules/ml/)
• Routing Algorithms (fusion/modules/routing/)
• Spectrum Assignment (fusion/modules/spectrum/)
• SNR Calculations (fusion/modules/snr/)
• Visualization (fusion/visualization/)
• GUI Interface (fusion/gui/)
• Unity/HPC Integration (fusion/unity/)
• Testing Framework (tests/)
• Documentation
• GitHub Workflows (.github/)
• Build/Dependencies
• Interfaces (fusion/interfaces/)
• IO Module (fusion/io/)
• Reporting Module (fusion/reporting/)

🧪 Testing

Test Coverage:

• Unit tests added/updated
• Integration tests added/updated
• Manual testing performed
• Existing tests still pass
• Performance impact assessed

Test Details:
Verified that existing unit tests continue to pass with the refactored code. The changes are primarily cosmetic and do not alter the functionality of the affected modules.

Test Configuration Used:

# Standard test configuration
[general_settings]
# Default test configuration maintained

Commands to Reproduce Testing:

# Run existing test suite to verify no regressions
python -m pytest tests/
# Run pylint to verify coding standards compliance
pylint fusion/interfaces/ fusion/io/ fusion/reporting/

Test Results:

• Operating System: macOS (Darwin 25.0.0)
• Python Version: 3.x
• Test Environment: local

📊 Impact Analysis

Performance Impact:

• No performance impact
• Performance improved
• Minor performance decrease (acceptable)
• Significant performance impact (needs discussion)

Memory Usage:

• No change in memory usage
• Memory usage optimized
• Minor increase in memory usage
• Significant memory impact

Backward Compatibility:

• Fully backward compatible
• Minor breaking changes with migration path
• Major breaking changes (requires version bump)

Dependencies:

• No new dependencies
• New dependencies added (list in Additional Notes)
• Dependencies removed/updated

🔄 Migration Guide

Breaking Changes (if any):
None - this is a refactoring effort that maintains API compatibility.

Migration Steps:
No migration required - all changes are internal implementation details.

Before/After Examples:

# Changes are primarily internal method signatures and parameter naming
# External APIs remain unchanged

✅ Code Quality Checklist

Architecture & Design:

• Follows established architecture patterns
• Code is modular and follows separation of concerns
• Interfaces are well-defined and documented
• Error handling is comprehensive
• Logging is appropriate and informative

Code Standards:

• Code follows project style guidelines
• Variable and function names are descriptive
• Code is properly commented
• Complex logic is documented
• No dead code or unused imports

Configuration & CLI:

• CLI arguments follow established patterns
• Configuration validation updated (if needed)
• Schema updated for new config options
• Backward compatibility maintained for configs

Security:

• No sensitive information hardcoded
• Input validation performed where needed
• No security vulnerabilities introduced
• Dependencies scanned for vulnerabilities

📚 Documentation

Documentation Updates:

• Code comments added/updated
• API documentation updated
• User guide/tutorial updated
• Configuration reference updated
• CHANGELOG.md updated
• README updated (if needed)

Examples Added:

• Usage examples in docstrings
• Configuration examples
• CLI usage examples
• Integration examples

🚀 Deployment

Deployment Considerations:

• Safe to deploy to all environments
• Requires environment-specific configuration
• Needs database migration (if applicable)
• Requires manual steps (document below)

Manual Steps Required:
None - standard deployment process applies.

🔍 Review Guidelines

For Reviewers:

• PR description is clear and complete
• Code changes align with described functionality
• Tests are comprehensive and pass
• Documentation is adequate
• No obvious security issues
• Performance impact is acceptable

Review Focus Areas:

• Method signature changes in spectrum assignment
• Parameter naming consistency across modules
• Adherence to established coding standards

📝 Additional Notes

This PR is part of a larger effort to apply consistent coding standards across the FUSION codebase. The changes include:

1. Interfaces Module: Standardized method signatures and improved code organization
2. IO Module: Applied consistent naming conventions and improved code structure
3. Reporting Module: Enhanced code quality and consistency
4. Spectrum Assignment: Fixed parameter name mismatch for better clarity

Open Questions:
None - changes are straightforward refactoring improvements.

Future Work:
Continue applying coding standards to remaining modules in the codebase.

Related PRs:
This follows previous refactoring efforts in the CLI, configuration, and core modules.

---

🏁 Final Checklist

Before submitting this PR, confirm:

• I have followed the contributing guidelines
• I have performed a self-review of my code
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes
• Any dependent changes have been merged and published