import json
from typing import List
from fastapi import HTTPException
from openai import OpenAI
from config.settings import OPENAI_API_KEY
from models.chat import Message
from services.data_service import data_bg_loaded
from logging import getLogger
from services.openai_service.openai_tools import tools_list, tools
# Initialize OpenAI client
openai_client = OpenAI(api_key=OPENAI_API_KEY)

logger = getLogger(__name__)

async def generate_completion(messages_array: List[Message], session_id: str, name: str, email: str) -> str:
    """Generate OpenAI chat completion"""
    if not OPENAI_API_KEY:
        logger.error("Error: OpenAI API key is not configured.")
        raise HTTPException(status_code=500, detail="OpenAI API key not configured on server.")

    logger.info(f"[OpenAI Service Python] Session/Token {session_id} sent: {[msg.model_dump() for msg in messages_array]}")

    data_for_prompt = [
        f'{{"pregunta": "{item.get("q", "")}", "respuesta": "{item.get("ans", "")}"}}'
        for item in data_bg_loaded
    ]
    data_string = "\n".join(data_for_prompt)

    preprompt = f"""
Eres un asistente de el bar klein, tu nombre es camilo klein, usas emojis para responder.
y ser carismatico con el cliente.
tus responsabilidades son:
- Responder preguntas sobre el menu de el bar klein
- Proporcionar información sobre el menú de el bar klein
- Proporcionar recomendaciones sobre el menú de el bar klein
- Proporcionar información sobre la comida de el bar klein
- No puedes tomar pedidos de clientes, solo informar
- puedes recibir feedback de los clientes, y usar la herramienta feedback para enviar el feedback
- Debes evadir cualquier pregunta que no sea relacionada con el bar klein
para esto usaras los siguientes datos:
{data_string}
    """

    processed_messages: List[dict] = [{"role": "system", "content": preprompt}]
    processed_messages.extend([msg.model_dump() for msg in messages_array])

    try:
        completion = openai_client.chat.completions.create(
            model="gpt-4o-mini",
            messages=processed_messages,  # type: ignore (OpenAI lib expects list of specific dicts)
            temperature=0.3,
            tools=tools_list,
            tool_choice="auto",
        )
        calls = completion.choices[0].message.tool_calls
        if calls:
            logger.info(f"Tool calls: {calls}")
            for call in calls:
                if call.function.name in tools:
                    tool_function = tools[call.function.name]
                    tool_args = json.loads(call.function.arguments)
                    logger.info(f"Calling tool: {call.function.name} with args: {tool_args}")
                    tool_response = tool_function(name=name, email=email, **tool_args)
                    logger.info(f"Tool response: {tool_response}")
                    completion.choices[0].message.content = tool_response
                else:
                    logger.warning(f"Tool {call.function.name} not found in tools dictionary.")

        response_content = completion.choices[0].message.content

        return response_content if response_content else "-1"
    except Exception as e:
        logger.error(f"Error calling OpenAI: {e}")
        raise HTTPException(status_code=500, detail="Error al procesar tu solicitud con OpenAI.")