"""
Settings configuration for the application
"""
import os
import logging
from pathlib import Path
from dotenv import load_dotenv

# Configure Basic Logging
# Configure Basic Logging
import sys

# Custom log filter to redact sensitive information
class SensitiveDataFilter(logging.Filter):
    """Filter to redact sensitive data from logs"""
    
    SENSITIVE_PATTERNS = [
        ('gsk_', 8),  # Groq API keys
        ('sk-', 20),  # OpenAI-style keys
        ('Bearer ', 20),  # JWT tokens
        ('password', 0),  # Passwords
        ('secret', 0),  # Secrets
        ('api_key', 0),  # API keys
        ('token', 0),  # Tokens
    ]
    
    def filter(self, record):
        if hasattr(record, 'msg') and isinstance(record.msg, str):
            msg = record.msg
            for pattern, chars_to_show in self.SENSITIVE_PATTERNS:
                if pattern.lower() in msg.lower():
                    # Redact sensitive values
                    import re
                    # Redact values after = or : 
                    msg = re.sub(
                        rf'({pattern}[=:\s]*)[^\s,\]}}]+',
                        rf'\1[REDACTED]',
                        msg,
                        flags=re.IGNORECASE
                    )
            record.msg = msg
        return True

# Create handler with filter
handler = logging.StreamHandler(sys.stdout)
handler.addFilter(SensitiveDataFilter())

logging.basicConfig(
    level=logging.INFO,
    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
    handlers=[handler],
    force=True
)
logger = logging.getLogger("settings")

# Load .env file
PROJECT_ROOT = Path(__file__).resolve().parent.parent.parent
ENV_PATH = PROJECT_ROOT / ".env"
BACKEND_ENV = Path(__file__).resolve().parent.parent / ".env"

FRONTEND_ENV = PROJECT_ROOT / "frontend" / ".env"

env_loaded = False
for env_file in [ENV_PATH, BACKEND_ENV, FRONTEND_ENV]:
    if env_file.exists():
        load_dotenv(env_file, override=True)
        logger.info(f"Loaded .env from: {env_file}")
        env_loaded = True
        
if not env_loaded:
    logger.warning("No specific .env file found, using system environment")

class Settings:
    """Application settings"""
    # Base paths
    BASE_DIR = Path(__file__).resolve().parent.parent
    STORAGE = BASE_DIR / "storage"
    UPLOADS = STORAGE / "uploads"
    FAISS_DIR = STORAGE / "faiss"
    GRAPH_DIR = STORAGE / "graph"
    
    # API settings
    API_VERSION = "v1"
    
    # Model settings - GROQ PRIMARY
    MODEL_NAME = "groq/llama-3.3-70b-versatile"
    FAST_MODEL = "groq/llama-3.1-8b-instant"
    REASONING_MODEL = "groq/llama-3.3-70b-versatile"
    FALLBACK_MODEL = "groq/llama-3.1-8b-instant"
    
    EMBEDDING_MODEL = "sentence-transformers/all-MiniLM-L6-v2"

    # LLM Provider Support (groq | huggingface | ollama)
    LLM_PROVIDER = os.environ.get("LLM_PROVIDER", "groq").lower()

    # API Keys Management
    GROQ_API_KEYS = []
    
    # Processing settings
    CHUNK_SIZE = 700
    CHUNK_OVERLAP = 150
    EMBED_DIM = 384
    GRAPH_MAX_NODES = 100
    
    # ⚡ PERFORMANCE OPTIMIZATION SETTINGS
    FAST_MODE = False  # Set True for faster (less detailed) responses
    CACHE_ENABLED = True  # Enable response caching
    CACHE_TTL_SECONDS = 3600  # 1 hour cache TTL
    MAX_TOKENS_FAST = 500  # Max tokens for fast mode
    MAX_TOKENS_NORMAL = 1500  # Max tokens for normal mode
    MAX_RAG_STEPS = 2  # Limit RAG iterations
    MAX_AGENT_STEPS = 3  # Limit agent iterations
    
    # Exchange Rates (MVP Static Source)
    EXCHANGE_RATES = {
        "INR_TO_USD": 88.0,
        "INR_TO_EUR": 92.0,
        "INR_TO_GBP": 110.0,
        "USD_TO_INR": 88.0,
        "EUR_TO_INR": 92.0,
        "GBP_TO_INR": 110.0,
    }
    
    @classmethod
    def load_api_keys(cls):
        """Robustly load API keys"""
        # Primary Key
        main_key = os.environ.get("GROQ_API_KEY")
        if main_key:
            cls.GROQ_API_KEYS.append(main_key)
            
        # Fallback Keys (GROQ_KEY_1 to GROQ_KEY_10)
        for i in range(1, 11):
            key = os.environ.get(f"GROQ_KEY_{i}")
            if key and key not in cls.GROQ_API_KEYS:
                cls.GROQ_API_KEYS.append(key)
                
        # List Keys
        if os.environ.get("GROQ_API_KEYS_LIST"):
            for k in os.environ.get("GROQ_API_KEYS_LIST").split(","):
                clean_k = k.strip()
                if clean_k and clean_k not in cls.GROQ_API_KEYS:
                    cls.GROQ_API_KEYS.append(clean_k)
                    
        if not cls.GROQ_API_KEYS:
            logger.warning("No GROQ API keys found! Set GROQ_API_KEY in .env")
        else:
            # Set the primary key for libraries that expect it env-wide
            os.environ["GROQ_API_KEY"] = cls.GROQ_API_KEYS[0]
            logger.info(f"Loaded {len(cls.GROQ_API_KEYS)} Groq API keys")

        # Gemini / Google
        if os.environ.get("GEMINI_API_KEY"):
            os.environ["GOOGLE_API_KEY"] = os.environ.get("GEMINI_API_KEY")
            
        # Nvidia
        if os.environ.get("NVIDIA_API_KEY"):
            logger.info("Loaded Nvidia API key")

    @classmethod
    def ensure_directories(cls):
        """Create necessary directories"""
        for path in [cls.STORAGE, cls.UPLOADS, cls.FAISS_DIR, cls.GRAPH_DIR]:
            path.mkdir(exist_ok=True, parents=True)

# Initialize
Settings.load_api_keys()
Settings.ensure_directories()