""" Architecture comparison framework for the Felix Framework. This module provides comprehensive comparison capabilities between the helix-based Felix architecture and traditional alternatives (linear pipeline, mesh communication) for rigorous hypothesis testing and research validation. Key Components: - ArchitectureComparison: Unified comparison framework - StatisticalAnalyzer: Statistical validation methods - ExperimentalProtocol: Controlled experiment design - HypothesisValidator: Automated hypothesis testing The system supports: - Performance benchmarking across all architectures - Statistical significance testing with proper experimental design - Hypothesis validation for H1, H2, H3 research claims - Publication-quality research methodology and documentation Mathematical references: - docs/hypothesis_mathematics.md: Statistical frameworks for all hypotheses - docs/mathematical_model.md: Theoretical foundation for comparisons """ from .architecture_comparison import ( ArchitectureComparison, ComparisonResults, ExperimentalConfig, PerformanceMetrics ) from .statistical_analysis import ( StatisticalAnalyzer, StatisticalResults, HypothesisValidator ) from .experimental_protocol import ( ExperimentalProtocol, ExperimentalDesign, ValidationProtocol ) __all__ = [ 'ArchitectureComparison', 'ComparisonResults', 'ExperimentalConfig', 'PerformanceMetrics', 'StatisticalAnalyzer', 'StatisticalResults', 'HypothesisValidator', 'ExperimentalProtocol', 'ExperimentalDesign', 'ValidationProtocol' ]