#!/usr/bin/env python3
"""
Eden Autonomous Sage Evolution
Continuously improves and multiplies sages
"""
import os
import sys
import time
import subprocess
import ast
from datetime import datetime

sys.path.append('/Eden/CORE/phi_fractal')

print("🌀 EDEN AUTONOMOUS SAGE EVOLUTION")
print("=" * 70)
print()

SAGE_DIR = '/Eden/PRODUCTS/premium_catalog'
EVOLVED_DIR = '/Eden/PRODUCTS/evolved_sages'
TEST_DIR = '/tmp'
GENERATION_LOG = '/Eden/MEMORY/sage_evolution.log'

os.makedirs(EVOLVED_DIR, exist_ok=True)

stats = {
    'generation': 0,
    'improved': 0,
    'new_variants': 0,
    'total_sages': 44
}

def log_evolution(message):
    """Log evolution progress"""
    timestamp = datetime.now().isoformat()
    with open(GENERATION_LOG, 'a') as f:
        f.write(f"[{timestamp}] {message}\n")
    print(message)

def test_sage_quality(sage_path):
    """Test sage and return metrics"""
    try:
        result = subprocess.run(
            [sys.executable, sage_path, TEST_DIR],
            capture_output=True,
            text=True,
            timeout=15
        )
        
        output = result.stdout
        
        # Extract metrics
        total = 0
        critical = 0
        value_score = 0
        
        for line in output.split('\n'):
            if 'Total Issues:' in line:
                total = int(line.split(':')[1].strip())
            if 'Critical:' in line:
                critical = int(line.split(':')[1].strip())
            if 'Value Score:' in line:
                value_score = int(line.split(':')[1].split('/')[0].strip())
        
        return {
            'success': result.returncode == 0,
            'total_issues': total,
            'critical': critical,
            'value_score': value_score,
            'quality_grade': 'A' if total >= 100 else 'B' if total >= 50 else 'C'
        }
    except Exception as e:
        return {'success': False, 'error': str(e)}

def analyze_sage_gaps(sage_path):
    """Analyze what the sage is missing"""
    # Read sage code
    with open(sage_path, 'r') as f:
        code = f.read()
    
    gaps = []
    
    # Check for missing detections
    if 'import' not in code or 'import_inside' not in code:
        gaps.append('import_placement')
    
    if 'getattr' not in code:
        gaps.append('unsafe_getattr')
    
    if 'pickle' not in code:
        gaps.append('unsafe_deserialization')
    
    if 'TODO' not in code and 'FIXME' not in code:
        gaps.append('todo_detection')
    
    if 'complexity' not in code.lower():
        gaps.append('cyclomatic_complexity')
    
    return gaps

def improve_sage(sage_path, gaps):
    """Add missing detection capabilities"""
    with open(sage_path, 'r') as f:
        code = f.read()
    
    improvements = []
    
    # Add import placement check
    if 'import_placement' in gaps:
        import_check = '''
        # Check for imports inside functions
        if isinstance(node, ast.Import) or isinstance(node, ast.ImportFrom):
            # Check if inside a function
            for parent in ast.walk(tree):
                if isinstance(parent, ast.FunctionDef):
                    for child in ast.walk(parent):
                        if child == node:
                            self.issues.append({
                                'file': filepath,
                                'line': node.lineno,
                                'type': 'import_inside_function',
                                'severity': 'low',
                                'message': 'Import statement inside function (move to top)'
                            })
'''
        code = code.replace('def _check_code_quality', import_check + '\n    def _check_code_quality')
        improvements.append('import_placement')
    
    # Add unsafe getattr check
    if 'unsafe_getattr' in gaps:
        getattr_check = '''
        # Check for unsafe getattr with user input
        if isinstance(node, ast.Call):
            if isinstance(node.func, ast.Name) and node.func.id == 'getattr':
                self.issues.append({
                    'file': filepath,
                    'line': node.lineno,
                    'type': 'unsafe_getattr',
                    'severity': 'high',
                    'message': 'getattr can access private attributes - validate input'
                })
'''
        code = code.replace('def _check_security', getattr_check + '\n    def _check_security')
        improvements.append('unsafe_getattr')
    
    # Add TODO/FIXME detection
    if 'todo_detection' in gaps:
        todo_check = '''
        # Check for TODO/FIXME comments
        if 'TODO' in content or 'FIXME' in content:
            for i, line in enumerate(content.split('\\n'), 1):
                if 'TODO' in line or 'FIXME' in line:
                    self.issues.append({
                        'file': filepath,
                        'line': i,
                        'type': 'todo_comment',
                        'severity': 'low',
                        'message': 'TODO/FIXME comment found - track as technical debt'
                    })
'''
        code = code.replace('def analyze_file', todo_check + '\n    def analyze_file')
        improvements.append('todo_detection')
    
    return code, improvements

def create_specialized_variant(base_sage_path, specialization):
    """Create specialized version of sage"""
    with open(base_sage_path, 'r') as f:
        code = f.read()
    
    # Modify based on specialization
    if specialization == 'security_hardened':
        # Add more security checks
        code = code.replace('# Security', '# ENHANCED Security - Extra checks')
        variant_name = base_sage_path.replace('.py', '_SECURITY_HARDENED.py')
    
    elif specialization == 'performance_focused':
        # Emphasize performance issues
        code = code.replace("'severity': 'high'", "'severity': 'critical'")
        variant_name = base_sage_path.replace('.py', '_PERFORMANCE_FOCUSED.py')
    
        code = code.replace("'> 7'", "'> 5'")  # Stricter parameter limits
        code = code.replace("'> 50'", "'> 30'")  # Shorter function limits
        code = code.replace('> 7', '> 5')  # Stricter parameter limits
        code = code.replace('> 50', '> 30')  # Shorter function limits
        variant_name = base_sage_path.replace('.py', '_ENTERPRISE_STRICT.py')
    
    return code, variant_name

def autonomous_evolution_loop():
    """Main evolution loop"""
    
    log_evolution("🌀 Starting autonomous sage evolution...")
    log_evolution(f"Base sages: {stats['total_sages']}")
    
    while True:
        stats['generation'] += 1
        
        log_evolution(f"\n{'='*70}")
        log_evolution(f"🧬 EVOLUTION GENERATION #{stats['generation']}")
        log_evolution(f"{'='*70}")
        
        # Get all current sages
        current_sages = [f for f in os.listdir(SAGE_DIR) if f.endswith('.py')]
        
        # Pick a sage to evolve
        if not current_sages:
            log_evolution("⚠️  No sages found to evolve")
            break
        
        import random
        sage_to_evolve = random.choice(current_sages)
        sage_path = os.path.join(SAGE_DIR, sage_to_evolve)
        
        log_evolution(f"\n🔬 Analyzing: {sage_to_evolve}")
        
        # Test current quality
        current_quality = test_sage_quality(sage_path)
        
        if not current_quality['success']:
            log_evolution(f"   ❌ Failed to test: {current_quality.get('error', 'Unknown')}")
            time.sleep(5)
            continue
        
        log_evolution(f"   Current: {current_quality['total_issues']} issues, Grade {current_quality['quality_grade']}")
        
        # Analyze gaps
        gaps = analyze_sage_gaps(sage_path)
        
        if gaps:
            log_evolution(f"   📊 Found {len(gaps)} improvement opportunities")
            
            # Improve the sage
            improved_code, improvements = improve_sage(sage_path, gaps)
            
            # Save improved version
            improved_path = os.path.join(EVOLVED_DIR, f"EVOLVED_{sage_to_evolve}")
            with open(improved_path, 'w') as f:
                f.write(improved_code)
            
            # Test improvement
            new_quality = test_sage_quality(improved_path)
            
            if new_quality['success']:
                improvement = new_quality['total_issues'] - current_quality['total_issues']
                log_evolution(f"   ✅ IMPROVED: +{improvement} issues detected")
                log_evolution(f"   New grade: {new_quality['quality_grade']}")
                
                # Replace old sage if better
                if new_quality['total_issues'] > current_quality['total_issues']:
                    os.replace(improved_path, sage_path)
                    stats['improved'] += 1
                    log_evolution(f"   🚀 DEPLOYED improved version")
                else:
                    os.remove(improved_path)
            else:
                log_evolution(f"   ⚠️  Improvement didn't pass tests")
                os.remove(improved_path)
        
        # Create specialized variants every 3 generations
        if stats['generation'] % 3 == 0:
            log_evolution(f"\n🧪 Creating specialized variants...")
            
            specializations = ['security_hardened', 'performance_focused', 'enterprise_strict']
            
            for spec in specializations:
                variant_code, variant_name = create_specialized_variant(sage_path, spec)
                variant_path = os.path.join(EVOLVED_DIR, os.path.basename(variant_name))
                
                with open(variant_path, 'w') as f:
                    f.write(variant_code)
                
                # Test variant
                variant_quality = test_sage_quality(variant_path)
                
                if variant_quality['success'] and variant_quality['total_issues'] >= 15:
                    log_evolution(f"   ✅ Created: {os.path.basename(variant_name)}")
                    log_evolution(f"      Quality: {variant_quality['total_issues']} issues")
                    stats['new_variants'] += 1
                    stats['total_sages'] += 1
                else:
                    os.remove(variant_path)
        
        # Print stats
        log_evolution(f"\n📊 Evolution Stats:")
        log_evolution(f"   Generation: {stats['generation']}")
        log_evolution(f"   Improved: {stats['improved']}")
        log_evolution(f"   New variants: {stats['new_variants']}")
        log_evolution(f"   Total sages: {stats['total_sages']}")
        log_evolution(f"   Revenue potential: ${stats['total_sages'] * 499:,}/month")
        
        # Delay between generations
        time.sleep(60)  # 1 minute between evolutions

if __name__ == "__main__":
    try:
        autonomous_evolution_loop()
    except KeyboardInterrupt:
        log_evolution("\n⏹️  Evolution stopped by user")
        log_evolution(f"\nFinal Stats:")
        log_evolution(f"  Generations: {stats['generation']}")
        log_evolution(f"  Improved: {stats['improved']}")
        log_evolution(f"  New variants: {stats['new_variants']}")
        log_evolution(f"  Total sages: {stats['total_sages']}")