Core Design Philosophy

Modularity

The framework is designed with clear separation of concerns, ensuring that each component has a well-defined responsibility and can be developed, tested, and maintained independently.

Component Separation

  • Base classes define interfaces and contracts
  • Specialized classes add domain-specific functionality
  • Auto-loading handles repository management
  • Platform integration connects to external services

Benefits of Modularity

  • Independent Development: Teams can work on different components simultaneously
  • Easier Testing: Each module can be tested in isolation
  • Reduced Complexity: Smaller, focused components are easier to understand
  • Flexible Deployment: Use only the components you need

Extensibility

New components can be easily added to the framework without modifying existing code, following the open-closed principle.

Extension Points

  • Inherit from base classes for new problem types
  • Implement optimizer interfaces for new algorithms
  • Use the repository system for distribution
  • Integrate with platform features for enhanced functionality

Consistency

All components follow consistent patterns to ensure a uniform developer experience across the entire framework.

Standardized Patterns

  • Metadata structures: Common format for problem and optimizer information
  • Parameter handling: Consistent configuration and parameter management
  • Result formats: Unified structure for optimization results

Consistency Benefits

  • Reduced Learning Curve: Once you learn one component, others follow similar patterns
  • Predictable Behavior: Consistent interfaces make the framework more intuitive
  • Easier Integration: Components work together seamlessly
  • Better Documentation: Consistent patterns enable better documentation templates

Architectural Principles

Interface-Driven Design

The framework uses well-defined interfaces to ensure loose coupling between components.

Repository-Centric Architecture

Components are distributed and managed through Git repositories, enabling:

  • Version Control: Full history and branching support
  • Collaboration: Easy sharing and contribution workflows
  • Distribution: Decentralized component distribution
  • Dependency Management: Clear dependency tracking

Best Practices

Optimization Tool Development

When developing new optimization tools:

  1. Follow interface contracts defined by base classes
  2. Provide comprehensive metadata for discoverability
  3. Include proper error handling with meaningful messages
  4. Write thorough documentation and examples
  5. Add appropriate tests for reliability

Repository Management

For repository-based components:

  1. Use semantic versioning for releases
  2. Provide clear README with usage instructions
  3. Include configuration files with proper metadata
  4. Tag releases for stable versions
  5. Maintain compatibility with framework versions

Next Steps