main_multimodal_project.py

# main_multimodal_project.py
"""
Complete integration script for the Multi-Modal Convergence Detection Framework.
Runs all four phases sequentially.
"""

from MultiModalRLMAnalyzer import phase1_initial_analysis
from MultiModalConvergenceDetector import phase2_detection_testing
from MultiModalInterventionSystem import phase3_intervention_testing
from MultiModalValidation import phase4_validation_testing


def run_complete_multimodal_project():
    """Run the complete multi-modal convergence detection project"""
    print("🚀 STARTING MULTI-MODAL CONVERGENCE DETECTION PROJECT")
    print("=" * 80)

    try:
        # Phase 1: Problem Analysis
        print("\n📋 PHASE 1: PROBLEM ANALYSIS")
        phase1_initial_analysis()

        # Phase 2: Detection Methods
        print("\n🔍 PHASE 2: DETECTION METHODS")
        phase2_detection_testing()

        # Phase 3: Intervention Strategies
        print("\n🛠️ PHASE 3: INTERVENTION STRATEGIES")
        phase3_intervention_testing()

        # Phase 4: Validation & Optimization
        print("\n🧪 PHASE 4: VALIDATION & OPTIMIZATION")
        validation_results, optimization_results = phase4_validation_testing()

        # Summary
        print("\n" + "=" * 80)
        print("✅ MULTI-MODAL PROJECT COMPLETED SUCCESSFULLY!")
        print("=" * 80)
        print("Key Achievements:")
        print("  • Identified multi-modal failure modes")
        print("  • Developed specialized convergence detection")
        print("  • Created modality-aware intervention strategies")
        print("  • Validated system performance comprehensively")
        print("  • Optimized parameters for best performance")

        return {
            'phase1_results': 'completed',
            'phase2_results': 'completed',
            'phase3_results': 'completed',
            'phase4_results': {
                'validation': validation_results,
                'optimization': optimization_results
            }
        }

    except Exception as e:
        print(f"❌ Error in multi-modal project: {e}")
        import traceback
        traceback.print_exc()
        return None


if __name__ == "__main__":
    results = run_complete_multimodal_project()
    if results:
        print(f"\n🎉 Project execution completed successfully!")
        print("Ready for research paper development and implementation.")