# common/utils/cache/chat_session_handler.py
from typing import Dict, List, Any, Optional
from datetime import datetime as dt, timezone as tz
from dataclasses import dataclass

from flask import current_app
from sqlalchemy.exc import SQLAlchemyError
from sqlalchemy.orm import joinedload

from common.extensions import db, cache_manager
from common.models.interaction import ChatSession, Interaction
from common.utils.cache.base import CacheHandler


@dataclass
class CachedInteraction:
    """Lightweight representation of an interaction for history purposes"""
    specialist_arguments: Dict[str, Any]  # Contains the original question and other arguments
    specialist_results: Dict[str, Any]  # Contains detailed question, answer and other results


@dataclass
class CachedSession:
    """Cached representation of a chat session with its interactions"""
    id: int
    session_id: str
    interactions: List[CachedInteraction]
    timezone: str


class ChatSessionCacheHandler(CacheHandler[CachedSession]):
    """Handles caching of chat sessions focused on interaction history"""
    handler_name = 'chat_session_cache'

    def __init__(self, region):
        super().__init__(region, 'chat_session')
        self.configure_keys('session_id')

    def get_cached_session(self, session_id: str, *, create_params: Optional[Dict[str, Any]] = None) -> CachedSession:
        """
        Get or create a cached session with its interaction history.
        If not in cache, loads from database and caches it.

        Args:
            session_id: The session identifier
            create_params: Optional parameters for session creation if it doesn't exist.
                         Must include 'timezone' if provided.


        Returns:
            CachedSession with interaction history

        """

        def creator_func(session_id: str) -> CachedSession:
            # Load session and interactions from database
            session = (
                ChatSession.query
                .options(joinedload(ChatSession.interactions))
                .filter_by(session_id=session_id)
                .first()
            )
            if not session:
                if not create_params:
                    raise ValueError(f"Chat session {session_id} not found and no creation parameters provided")

                if 'timezone' not in create_params:
                    raise ValueError("timezone is required in create_params for new session creation")

                    # Create new session
                session = ChatSession(
                    session_id=session_id,
                    session_start=dt.now(tz.utc),
                    timezone=create_params['timezone']
                )
                try:
                    db.session.add(session)
                    db.session.commit()
                except SQLAlchemyError as e:
                    db.session.rollback()
                    raise ValueError(f"Failed to create new session: {str(e)}")

            # Convert to cached format
            cached_interactions = [
                CachedInteraction(
                    specialist_arguments=interaction.specialist_arguments,
                    specialist_results=interaction.specialist_results
                )
                for interaction in session.interactions
                if interaction.specialist_results is not None  # Only include completed interactions
            ]
            cached_session = CachedSession(
                id=session.id,
                session_id=session_id,
                interactions=cached_interactions,
                timezone=session.timezone
            )
            return cached_session

        return self.get(creator_func, session_id=session_id)

    def add_completed_interaction(self, session_id: str, interaction: Interaction) -> None:
        """
        Add a completed interaction to the cached session history.
        Should only be called once the interaction has an answer.

        Args:
            session_id: The session identifier
            interaction: The completed interaction to add

        Note:
            Only adds the interaction if it has an answer
        """
        if not interaction.specialist_results:
            return  # Skip incomplete interactions

        try:
            cached_session = self.get_cached_session(session_id)

            # Add new interaction to cache
            cached_session.interactions.append(
                CachedInteraction(
                    specialist_arguments=interaction.specialist_arguments,
                    specialist_results=interaction.specialist_results,
                )
            )

            # Update cache directly with modified session using region's set()
            key = self.generate_key(session_id=session_id)
            self.region.set(key, self._to_cache_data(cached_session))

        except ValueError:
            # If session not in cache yet, load it fresh from DB
            self.get_cached_session(session_id)

    def _to_cache_data(self, instance: CachedSession) -> Dict[str, Any]:
        """Convert CachedSession to cache data"""
        cached_data = {
            'id': instance.id,
            'session_id': instance.session_id,
            'timezone': instance.timezone,
            'interactions': [
                {
                    'specialist_arguments': interaction.specialist_arguments,
                    'specialist_results': interaction.specialist_results,
                }
                for interaction in instance.interactions
            ],
            'last_updated': dt.now(tz=tz.utc).isoformat()
        }
        return cached_data

    def _from_cache_data(self, data: Dict[str, Any], session_id: str, **kwargs) -> CachedSession:
        """Create CachedSession from cache data"""
        interactions = [
            CachedInteraction(
                specialist_arguments=int_data['specialist_arguments'],
                specialist_results=int_data['specialist_results']
            )
            for int_data in data['interactions']
        ]

        return CachedSession(
            id=data['id'],
            session_id=data['session_id'],
            interactions=interactions,
            timezone=data['timezone']
        )

    def _should_cache(self, value: Dict[str, Any]) -> bool:
        """Validate cache data"""
        required_fields = {'id', 'session_id', 'timezone', 'interactions'}
        return all(field in value for field in required_fields)


def register_chat_session_cache_handlers(cache_manager):
    cache_manager.register_handler(ChatSessionCacheHandler, 'eveai_chat_workers')


# Helper function similar to get_model_variables
def get_chat_history(session_id: str) -> CachedSession:
    """
    Get cached chat history for a session, loading from database if needed

    Args:
        session_id: Session ID to look up

    Returns:
        CachedSession with interaction history

    Raises:
        ValueError: If session doesn't exist
    """
    return cache_manager.chat_session_cache.get_cached_session(session_id)