"""
LiteLLM provider configuration for LLM Gateway.

Configures the LiteLLM Router with model lists and failover chains.
"""

import logging
import os
from typing import Any

import litellm
from litellm import Router

from config import Settings, get_settings
from models import (
    MODEL_CONFIGS,
    MODEL_GROUPS,
    ModelConfig,
    ModelGroup,
    Provider,
)

logger = logging.getLogger(__name__)


def configure_litellm(settings: Settings) -> None:
    """
    Configure LiteLLM global settings.

    Args:
        settings: Application settings
    """
    # Set API keys in environment (LiteLLM reads from env)
    if settings.anthropic_api_key:
        os.environ["ANTHROPIC_API_KEY"] = settings.anthropic_api_key
    if settings.openai_api_key:
        os.environ["OPENAI_API_KEY"] = settings.openai_api_key
    if settings.google_api_key:
        os.environ["GEMINI_API_KEY"] = settings.google_api_key
    if settings.alibaba_api_key:
        os.environ["DASHSCOPE_API_KEY"] = settings.alibaba_api_key
    if settings.deepseek_api_key:
        os.environ["DEEPSEEK_API_KEY"] = settings.deepseek_api_key

    # Configure LiteLLM settings
    litellm.drop_params = True  # Drop unsupported params instead of erroring
    litellm.set_verbose = settings.debug

    # Configure caching if enabled
    if settings.litellm_cache_enabled:
        litellm.cache = litellm.Cache(
            type="redis",  # type: ignore[arg-type]
            host=_parse_redis_host(settings.redis_url),
            port=_parse_redis_port(settings.redis_url),  # type: ignore[arg-type]
            ttl=settings.litellm_cache_ttl,
        )


def _parse_redis_host(redis_url: str) -> str:
    """Extract host from Redis URL."""
    # redis://host:port/db
    url = redis_url.replace("redis://", "")
    host_port = url.split("/")[0]
    return host_port.split(":")[0]


def _parse_redis_port(redis_url: str) -> int:
    """Extract port from Redis URL."""
    url = redis_url.replace("redis://", "")
    host_port = url.split("/")[0]
    parts = host_port.split(":")
    return int(parts[1]) if len(parts) > 1 else 6379


def _is_provider_available(provider: Provider, settings: Settings) -> bool:
    """Check if a provider is available (API key configured)."""
    provider_key_map = {
        Provider.ANTHROPIC: settings.anthropic_api_key,
        Provider.OPENAI: settings.openai_api_key,
        Provider.GOOGLE: settings.google_api_key,
        Provider.ALIBABA: settings.alibaba_api_key,
        Provider.DEEPSEEK: settings.deepseek_api_key or settings.deepseek_base_url,
    }
    return bool(provider_key_map.get(provider))


def _build_model_entry(
    model_config: ModelConfig,
    settings: Settings,
) -> dict[str, Any] | None:
    """
    Build a model entry for LiteLLM Router.

    Args:
        model_config: Model configuration
        settings: Application settings

    Returns:
        Model entry dict or None if provider unavailable
    """
    if not _is_provider_available(model_config.provider, settings):
        logger.debug(
            f"Skipping model {model_config.name}: "
            f"{model_config.provider.value} provider not configured"
        )
        return None

    entry: dict[str, Any] = {
        "model_name": model_config.name,
        "litellm_params": {
            "model": model_config.litellm_name,
            "timeout": settings.litellm_timeout,
            "max_retries": settings.litellm_max_retries,
        },
    }

    # Add custom base URL for DeepSeek self-hosted
    if model_config.provider == Provider.DEEPSEEK and settings.deepseek_base_url:
        entry["litellm_params"]["api_base"] = settings.deepseek_base_url

    return entry


def build_model_list(settings: Settings | None = None) -> list[dict[str, Any]]:
    """
    Build the complete model list for LiteLLM Router.

    Args:
        settings: Application settings (uses default if None)

    Returns:
        List of model entries for Router
    """
    if settings is None:
        settings = get_settings()

    model_list: list[dict[str, Any]] = []

    for model_config in MODEL_CONFIGS.values():
        entry = _build_model_entry(model_config, settings)
        if entry:
            model_list.append(entry)

    logger.info(f"Built model list with {len(model_list)} models")
    return model_list


def build_fallback_config(settings: Settings | None = None) -> dict[str, list[str]]:
    """
    Build fallback configuration based on model groups.

    Args:
        settings: Application settings (uses default if None)

    Returns:
        Dict mapping model names to their fallback chains
    """
    if settings is None:
        settings = get_settings()

    fallbacks: dict[str, list[str]] = {}

    for _group, config in MODEL_GROUPS.items():
        # Get available models in this group's chain
        available_models = []
        for model_name in config.get_all_models():
            model_config = MODEL_CONFIGS.get(model_name)
            if model_config and _is_provider_available(model_config.provider, settings):
                available_models.append(model_name)

        if len(available_models) > 1:
            # First model falls back to remaining models
            fallbacks[available_models[0]] = available_models[1:]

    return fallbacks


def get_available_models(settings: Settings | None = None) -> dict[str, ModelConfig]:
    """
    Get all available models (with configured providers).

    Args:
        settings: Application settings (uses default if None)

    Returns:
        Dict of available model configs
    """
    if settings is None:
        settings = get_settings()

    available: dict[str, ModelConfig] = {}

    for name, config in MODEL_CONFIGS.items():
        if _is_provider_available(config.provider, settings):
            available[name] = config

    return available


def get_available_model_groups(
    settings: Settings | None = None,
) -> dict[ModelGroup, list[str]]:
    """
    Get available models for each model group.

    Args:
        settings: Application settings (uses default if None)

    Returns:
        Dict mapping model groups to available models
    """
    if settings is None:
        settings = get_settings()

    result: dict[ModelGroup, list[str]] = {}

    for group, config in MODEL_GROUPS.items():
        available_models = []
        for model_name in config.get_all_models():
            model_config = MODEL_CONFIGS.get(model_name)
            if model_config and _is_provider_available(model_config.provider, settings):
                available_models.append(model_name)
        result[group] = available_models

    return result


class LLMProvider:
    """
    LLM Provider wrapper around LiteLLM Router.

    Provides a high-level interface for LLM operations with
    automatic failover and configuration management.
    """

    def __init__(self, settings: Settings | None = None) -> None:
        """
        Initialize LLM Provider.

        Args:
            settings: Application settings (uses default if None)
        """
        self._settings = settings or get_settings()
        self._router: Router | None = None
        self._initialized = False

    def initialize(self) -> None:
        """Initialize the provider and LiteLLM Router."""
        if self._initialized:
            return

        # Configure LiteLLM global settings
        configure_litellm(self._settings)

        # Build model list
        model_list = build_model_list(self._settings)

        if not model_list:
            logger.warning("No models available - no providers configured")
            self._initialized = True
            return

        # Build fallback config
        fallbacks = build_fallback_config(self._settings)

        # Create Router
        self._router = Router(
            model_list=model_list,
            fallbacks=list(fallbacks.items()) if fallbacks else None,  # type: ignore[arg-type]
            routing_strategy="latency-based-routing",
            num_retries=self._settings.litellm_max_retries,
            timeout=self._settings.litellm_timeout,
            retry_after=5,  # Retry after 5 seconds
            allowed_fails=2,  # Fail after 2 consecutive failures
        )

        self._initialized = True
        logger.info(
            f"LLM Provider initialized with {len(model_list)} models, "
            f"{len(fallbacks)} fallback chains"
        )

    @property
    def router(self) -> Router | None:
        """Get the LiteLLM Router."""
        if not self._initialized:
            self.initialize()
        return self._router

    @property
    def is_available(self) -> bool:
        """Check if provider is available."""
        if not self._initialized:
            self.initialize()
        return self._router is not None

    def get_model_config(self, model_name: str) -> ModelConfig | None:
        """Get configuration for a specific model."""
        return MODEL_CONFIGS.get(model_name)

    def get_available_models(self) -> dict[str, ModelConfig]:
        """Get all available models."""
        return get_available_models(self._settings)

    def is_model_available(self, model_name: str) -> bool:
        """Check if a specific model is available."""
        model_config = MODEL_CONFIGS.get(model_name)
        if not model_config:
            return False
        return _is_provider_available(model_config.provider, self._settings)


# Global provider instance (lazy initialization)
_provider: LLMProvider | None = None


def get_provider() -> LLMProvider:
    """Get the global LLM Provider instance."""
    global _provider
    if _provider is None:
        _provider = LLMProvider()
    return _provider


def reset_provider() -> None:
    """Reset the global provider (for testing)."""
    global _provider
    _provider = None