from fastapi import FastAPI, HTTPException, Request, BackgroundTasks
from starlette.responses import RedirectResponse
from src.json_creation import (
    final_counts,
    fetch_response,
    OllamaContextQuery,
    ChatManager,
)
from src.whatsapp_integration import gathering_data, normal_message
from datetime import datetime
from typing import Optional
import logging
from pydantic import BaseModel
from config import settings

# PHONE_NUMBER_ID = os.environ.get("PHONE_NUMBER_ID")
# BEARER_TOKEN = os.environ.get("BEARER_TOKEN")
PHONE_NUMBER_ID = settings.PHONE_NUMBER_ID
BEARER_TOKEN = settings.BEARER_TOKEN

logging.basicConfig(
    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
)

app = FastAPI()
chat_manager = ChatManager()


class UserQueryInput(BaseModel):
    phone_number: str
    user_query: str


@app.get("/")
def read_root():
    return RedirectResponse(url="/docs")


@app.get("/fetch_data")
def fetch_data(
    store_id: str,
    brand_id: str,
    start_date: Optional[str] = None,
    end_date: Optional[str] = None,
):
    if start_date and end_date:
        try:
            start_date_obj = datetime.strptime(start_date, "%Y-%m-%d")
            end_date_obj = datetime.strptime(end_date, "%Y-%m-%d")
        except ValueError:
            return {"error": "Dates must be in YYYY-MM-DD format."}

    data = fetch_response(store_id, brand_id, None, start_date_obj, end_date_obj)

    if data:
        return final_counts(data)
    else:
        return {"error": "Failed to fetch data"}


@app.post("/process_message")
def process_message(phone_number: str, user_query: str):
    str_chat_history = chat_manager.handle_message(phone_number, user_query)
    return {"chat_history": str_chat_history}


@app.post("/process_query")
def process_query(input_data: UserQueryInput):
    user_query = input_data.user_query
    ollama_class = OllamaContextQuery()
    chat_history = chat_manager.handle_message(input_data.phone_number, user_query)
    try:
        context_query, is_tool_invoke = ollama_class.ollama_context_query(
            chat_history, user_query
        )
        main_llm_response = ""
        final_output = context_query
        if is_tool_invoke:
            main_llm_response = ollama_class.ollama_tool_call(user_query)
            final_output = ollama_class.summarised_output(
                messages=main_llm_response,
                chat_history=chat_history,
                context_query=context_query,
                user_query=input_data.user_query,
            )
        session = chat_manager.get_or_create_session(input_data.phone_number)
        # if is_greet:
        #     print("Here 1")
        #     chat_manager.save_message(
        #         session.id, input_data.phone_number, "ASSISTANT", main_llm_response
        #     )
        #     print("Here 2")
        #     return main_llm_response

        print("Here 1")
        chat_manager.save_message(
            session.id, input_data.phone_number, "ASSISTANT", final_output
        )
        print("Here 2")
        return final_output
    except Exception as e:
        print(e)
        raise HTTPException(status_code=500, detail=str(e))


@app.get("/receive_msg", tags=["Whatsapp Webhook"])
async def whatsapp_webhook_get(request: Request):
    # Extract query parameters from the request
    query_params = request.query_params
    hub_mode = query_params.get("hub.mode")
    hub_challenge = query_params.get("hub.challenge")
    hub_verify_token = query_params.get("hub.verify_token")

    if (
        hub_mode == "subscribe"
        and hub_challenge
        and hub_verify_token == "Sahl-analytics-bot"
    ):
        return int(hub_challenge)
    else:
        return {"detail": "Invalid request or verification token mismatch"}, 400


@app.post("/receive_msg", tags=["Whatsapp Webhook"])
async def whatsapp_webhook(request: Request, background_tasks: BackgroundTasks):
    data = await request.json()
    background_tasks.add_task(call_query, data)
    return "200 OK HTTPS."


def call_query(data):
    try:
        if (
            data["entry"][0]["changes"][0]["value"]["metadata"]["phone_number_id"]
            == PHONE_NUMBER_ID
        ):
            print("\n New Line starting from here :=" + "=" * 150)
            print(data)
            try:
                phone_number, text = gathering_data(data)
                print(phone_number)
                print(text)
                sample_input = UserQueryInput(
                    phone_number=phone_number, user_query=text
                )
                res = process_query(sample_input)
                normal_message(res, phone_number)

            except Exception as e:
                print("Exception in post whatsapp request :::::: ", e)
    except BaseException:
        pass


if __name__ == "__main__":
    import uvicorn

    uvicorn.run(app, host="0.0.0.0", port=8000)