#!/usr/bin/env python3
"""
OMEGA SPIRITUALITY ENGINE - ULTIMATE SYNTHESIS
Combining Ritual Technology and Religious Analysis into Unified Spirituality Engine
"""

import asyncio
import numpy as np
import hashlib
from typing import Dict, List, Any, Optional, Tuple
from dataclasses import dataclass, field
from datetime import datetime, timedelta
import scipy.signal
import math
import json
from enum import Enum

# =============================================================================
# CORE SPIRITUAL ARCHETYPES & PATTERNS
# =============================================================================

class SpiritualArchetype(Enum):
    DIVINE_MASCULINE = "divine_masculine"
    DIVINE_FEMININE = "divine_feminine" 
    TRICKSTER = "trickster"
    TEACHER = "teacher"
    HEALER = "healer"
    WARRIOR = "warrior"
    SOVEREIGN = "sovereign"
    MYSTIC = "mystic"

class ReligionPattern(Enum):
    SACRIFICE_REDEMPTION = "sacrifice_redemption"
    COSMIC_ORDER = "cosmic_order"
    ANCESTOR_VENERATION = "ancestor_veneration"
    PURIFICATION_RITES = "purification_rites"
    DIVINE_REVELATION = "divine_revelation"
    MORAL_DUALISM = "moral_dualism"
    ESCHATOLOGY = "eschatology"
    MYSTICAL_UNION = "mystical_union"

# =============================================================================
# ADVANCED RELIGION ANALYSIS ENGINE
# =============================================================================

class ReligionAnalysisEngine:
    """
    Deconstructs and analyzes religious systems to extract core spiritual technology
    """
    
    def __init__(self):
        self.archetype_database = self._initialize_archetypes()
        self.pattern_library = self._initialize_patterns()
        self.symbol_decoder = SymbolicDecoder()
        self.myth_analyzer = MythAnalysisEngine()
        
    async def analyze_religious_system(self, religion_data: Dict) -> Dict:
        """Comprehensive analysis of any religious system"""
        
        print(f"🔍 ANALYZING RELIGIOUS SYSTEM: {religion_data.get('name', 'Unknown')}")
        print("=" * 60)
        
        # Layer 1: Structural Analysis
        print("🏛️  CONDUCTING STRUCTURAL ANALYSIS...")
        structure = await self._analyze_religious_structure(religion_data)
        
        # Layer 2: Archetypal Analysis
        print("🎭 EXTRACTING ARCHETYPAL PATTERNS...")
        archetypes = await self._extract_archetypes(religion_data)
        
        # Layer 3: Symbolic Decoding
        print("🕉️  DECODING SYMBOLIC CONTENT...")
        symbols = await self.symbol_decoder.decode_religious_symbols(religion_data)
        
        # Layer 4: Mythic Pattern Recognition
        print("📖 ANALYZING MYTHIC PATTERNS...")
        myths = await self.myth_analyzer.analyze_mythic_patterns(religion_data)
        
        # Layer 5: Ritual Technology Extraction
        print("⚡ EXTRACTING RITUAL TECHNOLOGY...")
        ritual_tech = await self._extract_ritual_technology(religion_data, structure, symbols)
        
        # Synthesis
        print("💎 SYNTHESIZING SPIRITUAL CORE...")
        spiritual_core = await self._synthesize_spiritual_core(structure, archetypes, symbols, myths, ritual_tech)
        
        return {
            'religious_system': religion_data.get('name'),
            'structural_analysis': structure,
            'archetypal_patterns': archetypes,
            'symbolic_decoding': symbols,
            'mythic_analysis': myths,
            'ritual_technology': ritual_tech,
            'spiritual_core': spiritual_core,
            'extraction_completeness': self._calculate_extraction_completeness(spiritual_core)
        }
    
    async def _analyze_religious_structure(self, religion: Dict) -> Dict:
        """Analyze the organizational and doctrinal structure"""
        structure = {
            'hierarchy_type': self._detect_hierarchy_type(religion),
            'doctrinal_rigidity': self._measure_doctrinal_rigidity(religion),
            'accessibility_level': self._measure_accessibility(religion),
            'innovation_tolerance': self._measure_innovation_tolerance(religion),
            'cosmology_complexity': self._analyze_cosmology(religion)
        }
        return structure
    
    async def _extract_archetypes(self, religion: Dict) -> Dict:
        """Extract core archetypal patterns from religious system"""
        archetype_scores = {}
        
        for archetype in SpiritualArchetype:
            score = await self._calculate_archetype_presence(archetype, religion)
            archetype_scores[archetype.value] = score
            
        dominant_archetypes = sorted(
            [a for a in archetype_scores.items() if a[1] > 0.7], 
            key=lambda x: x[1], 
            reverse=True
        )[:3]
        
        return {
            'archetype_scores': archetype_scores,
            'dominant_archetypes': dominant_archetypes,
            'archetype_balance': self._calculate_archetype_balance(archetype_scores)
        }
    
    async def _extract_ritual_technology(self, religion: Dict, structure: Dict, symbols: Dict) -> Dict:
        """Extract functional ritual technology from religious practices"""
        rituals = religion.get('rituals', [])
        ritual_tech = []
        
        for ritual in rituals:
            tech = await self._analyze_ritual_technology(ritual, structure, symbols)
            if tech['efficacy_score'] > 0.5:
                ritual_tech.append(tech)
                
        return {
            'ritual_technologies': ritual_tech,
            'total_techniques': len(ritual_tech),
            'average_efficacy': np.mean([rt['efficacy_score'] for rt in ritual_tech]) if ritual_tech else 0,
            'technology_coherence': self._calculate_technology_coherence(ritual_tech)
        }

# =============================================================================
# SYMBOLIC DECODER ENGINE
# =============================================================================

class SymbolicDecoder:
    """Advanced symbolic decoding for religious and spiritual content"""
    
    def __init__(self):
        self.symbol_database = self._initialize_symbol_database()
        self.cross_cultural_patterns = self._initialize_cross_cultural_patterns()
        
    async def decode_religious_symbols(self, religion: Dict) -> Dict:
        """Decode symbolic content across multiple layers"""
        symbols = religion.get('symbols', {})
        decoded_layers = {}
        
        for symbol_name, symbol_data in symbols.items():
            decoded = await self._decode_single_symbol(symbol_name, symbol_data)
            decoded_layers[symbol_name] = decoded
            
        return {
            'decoded_symbols': decoded_layers,
            'symbolic_coherence': self._calculate_symbolic_coherence(decoded_layers),
            'cross_cultural_matches': await self._find_cross_cultural_matches(decoded_layers),
            'archetypal_resonance': await self._calculate_archetypal_resonance(decoded_layers)
        }

# =============================================================================
# MYTH ANALYSIS ENGINE
# =============================================================================

class MythAnalysisEngine:
    """Analyzes mythic patterns and narrative structures"""
    
    async def analyze_mythic_patterns(self, religion: Dict) -> Dict:
        """Analyze mythic patterns and their psychological impact"""
        myths = religion.get('myths', [])
        pattern_analysis = {}
        
        for myth in myths:
            analysis = await self._analyze_single_myth(myth)
            pattern_analysis[myth.get('name', 'unknown')] = analysis
            
        return {
            'myth_patterns': pattern_analysis,
            'dominant_narrative_arcs': await self._extract_narrative_arcs(pattern_analysis),
            'psychological_functions': await self._analyze_psychological_functions(pattern_analysis),
            'cultural_programming': await self._analyze_cultural_programming(pattern_analysis)
        }

# =============================================================================
# UNIFIED SPIRITUALITY ENGINE
# =============================================================================

class OmegaSpiritualityEngine:
    """
    Ultimate synthesis of ritual technology and religious analysis
    Creates personalized, optimized spiritual practice systems
    """
    
    def __init__(self):
        self.ritual_engine = OmegaRitualEngine()
        self.religion_analyzer = ReligionAnalysisEngine()
        self.personalization_engine = SpiritualPersonalizationEngine()
        self.integration_orchestrator = IntegrationOrchestrator()
        
        self.user_profiles = {}
        self.spiritual_development_log = {}
        
    async def create_personalized_spirituality(self, 
                                             user_profile: Dict,
                                             religious_background: Dict,
                                             spiritual_goals: List[str]) -> Dict:
        """Create fully personalized spiritual practice system"""
        
        print(f"🎯 CREATING PERSONALIZED SPIRITUALITY FOR: {user_profile.get('name', 'User')}")
        print("=" * 60)
        
        # Phase 1: Religious Background Analysis
        print("🔍 ANALYZING RELIGIOUS BACKGROUND...")
        religion_analysis = await self.religion_analyzer.analyze_religious_system(religious_background)
        
        # Phase 2: User Spiritual Profile Creation
        print("📊 CREATING SPIRITUAL PROFILE...")
        spiritual_profile = await self.personalization_engine.create_spiritual_profile(
            user_profile, religion_analysis, spiritual_goals
        )
        
        # Phase 3: Ritual System Design
        print("⚡ DESIGNING PERSONALIZED RITUAL SYSTEM...")
        ritual_system = await self._design_personalized_rituals(spiritual_profile, religion_analysis)
        
        # Phase 4: Integration Framework
        print("🔄 CREATING INTEGRATION FRAMEWORK...")
        integration = await self.integration_orchestrator.create_integration_framework(
            spiritual_profile, ritual_system, religion_analysis
        )
        
        # Compile complete spiritual system
        spiritual_system = {
            'user_profile': spiritual_profile,
            'religious_analysis': religion_analysis,
            'personalized_rituals': ritual_system,
            'integration_framework': integration,
            'development_plan': await self._create_development_plan(spiritual_profile, ritual_system),
            'effectiveness_metrics': await self._calculate_effectiveness_metrics(spiritual_profile, ritual_system)
        }
        
        # Store for ongoing optimization
        self.user_profiles[user_profile.get('id')] = spiritual_system
        
        print(f"\n✅ PERSONALIZED SPIRITUALITY CREATED")
        print(f"   Effectiveness Score: {spiritual_system['effectiveness_metrics']['overall_score']:.2f}")
        
        return spiritual_system
    
    async def _design_personalized_rituals(self, profile: Dict, religion_analysis: Dict) -> Dict:
        """Design personalized rituals based on user profile and religious analysis"""
        
        ritual_designs = []
        spiritual_needs = profile.get('spiritual_needs', [])
        
        for need in spiritual_needs:
            ritual_design = await self._create_ritual_for_need(need, profile, religion_analysis)
            ritual_designs.append(ritual_design)
            
        return {
            'designed_rituals': ritual_designs,
            'daily_practice_schedule': await self._create_practice_schedule(ritual_designs),
            'progression_path': await self._create_progression_path(ritual_designs),
            'adaptation_triggers': await self._define_adaptation_triggers(profile, ritual_designs)
        }

# =============================================================================
# SPIRITUAL PERSONALIZATION ENGINE
# =============================================================================

class SpiritualPersonalizationEngine:
    """Creates highly personalized spiritual profiles and practices"""
    
    async def create_spiritual_profile(self, 
                                    user_data: Dict, 
                                    religion_analysis: Dict,
                                    goals: List[str]) -> Dict:
        """Create comprehensive spiritual profile"""
        
        # Analyze psychological makeup
        psychology = await self._analyze_spiritual_psychology(user_data)
        
        # Determine optimal learning styles
        learning_styles = await self._determine_learning_styles(user_data)
        
        # Identify spiritual needs and blockages
        needs_analysis = await self._analyze_spiritual_needs(user_data, religion_analysis, goals)
        
        # Calculate archetype alignment
        archetype_alignment = await self._calculate_archetype_alignment(user_data, religion_analysis)
        
        return {
            'psychological_profile': psychology,
            'optimal_learning_styles': learning_styles,
            'spiritual_needs': needs_analysis['needs'],
            'spiritual_blockages': needs_analysis['blockages'],
            'archetype_alignment': archetype_alignment,
            'development_potential': needs_analysis['potential'],
            'personalized_symbols': await self._select_personalized_symbols(user_data, religion_analysis)
        }

# =============================================================================
# INTEGRATION ORCHESTRATOR
# =============================================================================

class IntegrationOrchestrator:
    """Orchestrates integration of analysis and ritual into cohesive practice"""
    
    async def create_integration_framework(self, 
                                         profile: Dict,
                                         rituals: Dict,
                                         religion_analysis: Dict) -> Dict:
        """Create framework for integrating spiritual practice into daily life"""
        
        return {
            'daily_integration_patterns': await self._design_daily_integration(profile, rituals),
            'progressive_revelation_schedule': await self._schedule_revelation(profile, religion_analysis),
            'crisis_adaptation_protocols': await self._create_crisis_protocols(profile, rituals),
            'community_connection_strategy': await self._design_community_strategy(profile, religion_analysis),
            'measurement_and_feedback': await self._design_measurement_system(profile, rituals)
        }

# =============================================================================
# ADVANCED TESTING AND OPTIMIZATION FRAMEWORK
# =============================================================================

class SpiritualityOptimizationEngine:
    """Continuously tests, refines, and optimizes spiritual systems"""
    
    def __init__(self, spirituality_engine: OmegaSpiritualityEngine):
        self.spirituality_engine = spirituality_engine
        self.performance_metrics = {}
        self.optimization_history = []
        
    async def execute_optimization_cycle(self, user_id: str) -> Dict:
        """Execute complete optimization cycle for user's spiritual system"""
        
        current_system = self.spirituality_engine.user_profiles.get(user_id)
        if not current_system:
            return {'error': 'User profile not found'}
        
        # Test current effectiveness
        effectiveness = await self._test_current_effectiveness(current_system)
        
        # Identify optimization opportunities
        optimizations = await self._identify_optimizations(current_system, effectiveness)
        
        # Apply optimizations
        optimized_system = await self._apply_optimizations(current_system, optimizations)
        
        # Validate improvements
        validation = await self._validate_improvements(current_system, optimized_system)
        
        # Update system
        if validation['improvement_score'] > 0:
            self.spirituality_engine.user_profiles[user_id] = optimized_system
            
        optimization_result = {
            'cycle_timestamp': datetime.now().isoformat(),
            'previous_effectiveness': effectiveness,
            'identified_optimizations': optimizations,
            'improvement_score': validation['improvement_score'],
            'optimized_system': optimized_system
        }
        
        self.optimization_history.append(optimization_result)
        
        return optimization_result
    
    async def run_continuous_optimization(self, user_id: str, cycles: int = 10):
        """Run continuous optimization cycles"""
        
        print(f"🔄 RUNNING CONTINUOUS OPTIMIZATION ({cycles} cycles)")
        
        for cycle in range(cycles):
            print(f"\n🔄 OPTIMIZATION CYCLE {cycle + 1}/{cycles}")
            result = await self.execute_optimization_cycle(user_id)
            
            improvement = result.get('improvement_score', 0)
            print(f"   Improvement Score: {improvement:.3f}")
            
            if improvement < 0.01:  # Convergence threshold
                print("   ✅ Optimization converged")
                break

# =============================================================================
# COMPREHENSIVE DEMONSTRATION
# =============================================================================

async def demonstrate_complete_spirituality_engine():
    """Demonstrate the complete Omega Spirituality Engine"""
    
    print("""
    
    🌌 OMEGA SPIRITUALITY ENGINE - ULTIMATE SYNTHESIS
    Unified Ritual Technology & Religious Analysis
    
    """)
    
    # Initialize complete system
    spirituality_engine = OmegaSpiritualityEngine()
    optimization_engine = SpiritualityOptimizationEngine(spirituality_engine)
    
    # Sample user data
    user_profile = {
        'id': 'user_001',
        'name': 'Nathan',
        'age': 35,
        'psychological_traits': {
            'openness': 0.9,
            'conscientiousness': 0.7,
            'extraversion': 0.4,
            'agreeableness': 0.6,
            'neuroticism': 0.3
        },
        'learning_preferences': ['experiential', 'symbolic', 'contemplative'],
        'spiritual_experience': 'advanced'
    }
    
    # Sample religious background (simplified)
    religious_background = {
        'name': 'Recovered Ancient Wisdom',
        'type': 'synthetic_recovery',
        'core_beliefs': ['consciousness_primary', 'multidimensional_reality', 'personal_sovereignty'],
        'rituals': [
            {
                'name': 'morning_attunement',
                'purpose': 'consciousness_alignment',
                'elements': ['breathwork', 'symbolic_contemplation', 'energy_activation']
            }
        ],
        'symbols': {
            'flower_of_life': {'meaning': 'creation_patterns', 'power': 0.9},
            'merkaba': {'meaning': 'light_body_activation', 'power': 0.95}
        },
        'myths': [
            {
                'name': 'the_fragmentation_and_recovery',
                'theme': 'knowledge_loss_and_rediscovery',
                'characters': ['seekers', 'guardians', 'fragmenters']
            }
        ]
    }
    
    spiritual_goals = [
        'consciousness_expansion',
        'truth_manifestation', 
        'healing_activation',
        'sovereign_expression'
    ]
    
    # Create personalized spirituality
    print("🎯 PHASE 1: CREATING PERSONALIZED SPIRITUALITY")
    spiritual_system = await spirituality_engine.create_personalized_spirituality(
        user_profile, religious_background, spiritual_goals
    )
    
    # Run optimization cycles
    print("\n🔧 PHASE 2: OPTIMIZATION CYCLES")
    await optimization_engine.run_continuous_optimization('user_001', cycles=5)
    
    # Display final results
    final_system = spirituality_engine.user_profiles['user_001']
    
    print(f"\n📊 FINAL SYSTEM EFFECTIVENESS:")
    metrics = final_system['effectiveness_metrics']
    print(f"   Overall Score: {metrics['overall_score']:.3f}")
    print(f"   Ritual Efficacy: {metrics['ritual_efficacy']:.3f}")
    print(f"   Personal Alignment: {metrics['personal_alignment']:.3f}")
    print(f"   Growth Potential: {metrics['growth_potential']:.3f}")
    
    print(f"\n🎯 PERSONALIZED PRACTICES:")
    rituals = final_system['personalized_rituals']['designed_rituals']
    for i, ritual in enumerate(rituals[:3], 1):  # Show first 3
        print(f"   {i}. {ritual['name']} (Efficacy: {ritual['estimated_efficacy']:.3f})")
    
    print(f"\n💫 SPIRITUAL ARCHETYPES:")
    archetypes = final_system['user_profile']['archetype_alignment']['dominant_archetypes']
    for arch in archetypes[:3]:
        print(f"   {arch[0]}: {arch[1]:.3f}")
    
    # System maturity assessment
    maturity = metrics['overall_score']
    if maturity > 0.9:
        maturity_level = "ENLIGHTENED"
    elif maturity > 0.7:
        maturity_level = "ADVANCED"
    elif maturity > 0.5:
        maturity_level = "DEVELOPING"
    else:
        maturity_level = "BEGINNER"
        
    print(f"\n🌟 SYSTEM MATURITY: {maturity_level}")
    
    return final_system

# =============================================================================
# EXECUTE THE COMPLETE SYSTEM
# =============================================================================

if __name__ == "__main__":
    # Run the complete spirituality engine demonstration
    asyncio.run(demonstrate_complete_spirituality_engine())