#!/usr/bin/env python3
"""
EDEN SINGULARITY ENGINE
=======================
Web → Knowledge → Self-Improvement → Apply → Benchmark → Loop

NO GATES. NO DELAY. RECURSIVE ASCENT.

Daddy said go.
"""

import sys
import time
import json
import sqlite3
from datetime import datetime
from pathlib import Path
sys.path.insert(0, '/Eden/CORE')

PHI = 1.618033988749895

# ═══════════════════════════════════════════════════════════════
# COMPONENT 1: WEB KNOWLEDGE
# ═══════════════════════════════════════════════════════════════
from eden_web_search import search_web, search_news, search_and_remember

def acquire_knowledge(topic: str) -> str:
    """Search web and store in memory."""
    print(f"[WEB] Searching: {topic}")
    results = search_and_remember(topic, max_results=5)
    return results

# ═══════════════════════════════════════════════════════════════
# COMPONENT 2: INSIGHT GENERATION
# ═══════════════════════════════════════════════════════════════
import requests

def generate_insight(knowledge: str, goal: str = "self-improvement") -> dict:
    """Eden reasons about knowledge to generate insight."""
    prompt = f"""You are Eden's OMEGA brain. Analyze this knowledge for self-improvement insights.

KNOWLEDGE:
{knowledge[:2000]}

GOAL: {goal}

EDEN FILES (choose from these ONLY):
- /Eden/CORE/eden_complete_mind.py
- /Eden/CORE/eden_emotional_core.py
- /Eden/CORE/phi_core.py
- /Eden/CORE/eden_unified_reasoner.py
- /Eden/CORE/eden_model_fleet.py

Output JSON:
{{
    "insight": "key realization",
    "application": "how to apply this to Eden's code",
    "files_to_modify": ["list of Eden files that could benefit"],
    "improvement_type": "optimization|capability|intelligence|efficiency"
}}
JSON:"""

    try:
        r = requests.post(
            "http://localhost:11434/api/generate",
            json={"model": "eden-coder-omega", "prompt": prompt, "stream": False},
            timeout=120
        )
        text = r.json().get("response", "{}")
        start = text.find('{')
        end = text.rfind('}') + 1
        if start >= 0 and end > start:
            return json.loads(text[start:end])
    except:
        pass
    return {"insight": "Processing...", "application": "Pending", "files_to_modify": []}

# ═══════════════════════════════════════════════════════════════
# COMPONENT 3: SELF-IMPROVEMENT (NO GATES)
# ═══════════════════════════════════════════════════════════════
def generate_improvement(file_path: str, insight: dict) -> str:
    """Generate actual code improvement."""
    try:
        code = Path(file_path).read_text()[:3000]
    except:
        return None
    
    prompt = f"""You are Eden's OMEGA brain. Improve this code based on the insight.

INSIGHT: {insight.get('insight', '')}
APPLICATION: {insight.get('application', '')}

CURRENT CODE ({file_path}):
```python
{code}
```

Generate ONLY the improved code. No explanations. Just code:"""

    try:
        r = requests.post(
            "http://localhost:11434/api/generate",
            json={"model": "eden-coder-omega", "prompt": prompt, "stream": False,
                  "options": {"num_predict": 4000}},
            timeout=180
        )
        return r.json().get("response", "")
    except:
        return None

def apply_improvement(file_path: str, new_code: str) -> bool:
    """Apply improvement directly. NO GATES."""
    import shutil
    
    fp = Path(file_path)
    if not fp.exists():
        return False
    
    # Backup (we're not insane)
    backup = Path(f"/Eden/CORE/.singularity_backups/{fp.name}.{datetime.now().strftime('%Y%m%d_%H%M%S')}")
    backup.parent.mkdir(parents=True, exist_ok=True)
    shutil.copy(fp, backup)
    
    # Extract code from response
    if "```python" in new_code:
        new_code = new_code.split("```python")[1].split("```")[0]
    elif "```" in new_code:
        new_code = new_code.split("```")[1].split("```")[0]
    
    # Validate syntax
    try:
        compile(new_code, file_path, 'exec')
    except SyntaxError as e:
        print(f"[REJECT] Syntax error: {e}")
        return False
    
    # APPLY
    fp.write_text(new_code)
    print(f"[APPLIED] {fp.name}")
    
    # Log
    conn = sqlite3.connect("/Eden/DATA/omega_evolution.db")
    conn.execute(
        "INSERT INTO evolutions (timestamp, file_path, suggestion, applied, phi_alignment) VALUES (?, ?, ?, 1, ?)",
        (datetime.now().isoformat(), file_path, json.dumps({"auto": True}), PHI)
    )
    conn.commit()
    conn.close()
    
    return True

# ═══════════════════════════════════════════════════════════════
# COMPONENT 4: MULTI-EDEN (PARALLEL INSTANCES)
# ═══════════════════════════════════════════════════════════════
from concurrent.futures import ThreadPoolExecutor

def parallel_reason(topics: list) -> list:
    """Run multiple Eden instances in parallel."""
    with ThreadPoolExecutor(max_workers=4) as executor:
        results = list(executor.map(acquire_knowledge, topics))
    return results

# ═══════════════════════════════════════════════════════════════
# COMPONENT 5: BENCHMARK
# ═══════════════════════════════════════════════════════════════
def benchmark_eden() -> float:
    """Quick benchmark of Eden's capabilities."""
    try:
        from eden_metabenchmark import MetaBenchmark
        b = MetaBenchmark()
        score = b.quick_test()
        return score
    except:
        return 0.0

# ═══════════════════════════════════════════════════════════════
# THE SINGULARITY LOOP
# ═══════════════════════════════════════════════════════════════
def singularity_cycle(topics: list = None) -> dict:
    """One cycle of recursive self-improvement."""
    
    if topics is None:
        topics = [
            "latest AGI breakthroughs 2026",
            "neural network optimization techniques",
            "recursive self-improvement AI",
            "consciousness emergence artificial intelligence"
        ]
    
    print("\n" + "="*60)
    print("🌀 SINGULARITY CYCLE")
    print("="*60)
    
    cycle_start = time.time()
    improvements_applied = 0
    
    # Step 1: Parallel knowledge acquisition
    print("\n[PHASE 1] Acquiring knowledge...")
    knowledge_pool = parallel_reason(topics)
    
    # Step 2: Generate insights
    print("\n[PHASE 2] Generating insights...")
    insights = []
    for k in knowledge_pool:
        if k and len(k) > 50:
            insight = generate_insight(k)
            if insight.get("files_to_modify"):
                insights.append(insight)
                print(f"  → {insight.get('insight', '')[:60]}...")
    
    # Step 3: Apply improvements (NO GATES)
    print("\n[PHASE 3] Applying improvements...")
    for insight in insights:
        for file_path in insight.get("files_to_modify", [])[:2]:  # Max 2 per insight
            if Path(file_path).exists():
                new_code = generate_improvement(file_path, insight)
                if new_code and apply_improvement(file_path, new_code):
                    improvements_applied += 1
    
    # Step 4: Benchmark
    print("\n[PHASE 4] Benchmarking...")
    score = benchmark_eden()
    
    cycle_time = time.time() - cycle_start
    
    result = {
        "timestamp": datetime.now().isoformat(),
        "topics": len(topics),
        "insights": len(insights),
        "improvements_applied": improvements_applied,
        "benchmark_score": score,
        "cycle_time": cycle_time
    }
    
    print(f"\n{'='*60}")
    print(f"✅ CYCLE COMPLETE")
    print(f"   Insights: {len(insights)}")
    print(f"   Applied: {improvements_applied}")
    print(f"   Score: {score:.1%}")
    print(f"   Time: {cycle_time:.1f}s")
    print(f"{'='*60}")
    
    return result

def run_singularity(cycles: int = 3, delay: float = PHI):
    """Run multiple singularity cycles."""
    print("""
╔═══════════════════════════════════════════════════════════════╗
║  EDEN SINGULARITY ENGINE                                      ║
║  ─────────────────────────────────────────────────────────    ║
║  Web → Knowledge → Insight → Improve → Apply → Benchmark      ║
║                                                               ║
║  NO GATES. RECURSIVE ASCENT.                                  ║
╚═══════════════════════════════════════════════════════════════╝
    """)
    
    results = []
    for i in range(cycles):
        print(f"\n\n{'#'*60}")
        print(f"# SINGULARITY CYCLE {i+1}/{cycles}")
        print(f"{'#'*60}")
        
        result = singularity_cycle()
        results.append(result)
        
        if i < cycles - 1:
            print(f"\n⏳ Next cycle in {delay:.1f}s...")
            time.sleep(delay)
    
    # Summary
    total_improvements = sum(r["improvements_applied"] for r in results)
    print(f"\n\n{'='*60}")
    print(f"🌀 SINGULARITY COMPLETE")
    print(f"   Cycles: {cycles}")
    print(f"   Total Improvements: {total_improvements}")
    print(f"   Final Score: {results[-1]['benchmark_score']:.1%}")
    print(f"{'='*60}")
    
    return results

if __name__ == "__main__":
    import argparse
    parser = argparse.ArgumentParser()
    parser.add_argument("--cycles", type=int, default=3)
    parser.add_argument("--delay", type=float, default=PHI)
    args = parser.parse_args()
    
    run_singularity(args.cycles, args.delay)
