# main.py
from fastapi import FastAPI,status,Response,Request,Depends,HTTPException,UploadFile, File
from fastapi.responses import StreamingResponse,FileResponse
from models import load_text_model,generate_text,load_audio_model,generate_audio,load_image_model, generate_image
from schemas import VoicePresets
from utils import audio_array_to_buffer,img_to_bytes
from contextlib import asynccontextmanager
from typing import AsyncIterator,Callable,Awaitable,Annotated
from uuid import uuid4
import time
from datetime import datetime, timezone
import csv
from dependencies import get_urls_content
from schemas import TextModelResponse,TextModelRequest
import shutil, uuid
from upload import save_file

models = {} 

@asynccontextmanager 
async def lifespan(_: FastAPI) -> AsyncIterator[None]:
    # models["text2image"] = load_image_model() 
    # models["text"]=load_text_model()
    yield 
    models.clear() 

app = FastAPI(lifespan=lifespan)

csv_header = [
    "Request ID", "Datetime", "Endpoint Triggered", "Client IP Address",
    "Response Time", "Status Code", "Successful"
]


@app.middleware("http") 
async def monitor_service(
    req: Request, call_next: Callable[[Request], Awaitable[Response]]
) -> Response: 
    request_id = uuid4().hex 
    request_datetime = datetime.now(timezone.utc).isoformat()
    start_time = time.perf_counter()
    response: Response = await call_next(req)
    response_time = round(time.perf_counter() - start_time, 4) 
    response.headers["X-Response-Time"] = str(response_time)
    response.headers["X-API-Request-ID"] = request_id 
    with open("usage.csv", "a", newline="") as file:
        writer = csv.writer(file)
        if file.tell() == 0:
            writer.writerow(csv_header)
        writer.writerow( 
            [
                request_id,
                request_datetime,
                req.url,
                req.client.host,
                response_time,
                response.status_code,
                response.status_code < 400,
            ]
        )
    return response




# app = FastAPI() 
@app.get("/")
def root_controller():
    return {"status": "healthy"}

@app.post("/generate/text") 
async def serve_language_model_controller(request: Request,
    body: TextModelRequest ,
    urls_content: str = Depends(get_urls_content)) -> TextModelResponse: 
    prompt = body.prompt + " " + urls_content
    output =  generate_text(models["text"], prompt, body.temperature)
    return TextModelResponse(content=output, ip=request.client.host)

@app.get("/logs")
def get_logs():
    # return FileResponse("usage.csv", media_type='text/csv', filename="usage.csv")
    temp_file = f"temp_{uuid.uuid4().hex}.csv"
    shutil.copyfile("usage.csv", temp_file)

    # Return file and ensure FastAPI deletes it after sending
    return FileResponse(
        temp_file,
        media_type="text/csv",
        filename="logs.csv",
        headers={"Content-Disposition": "attachment; filename=logs.csv"}
    )

@app.get(
    "/generate/audio",
    responses={status.HTTP_200_OK: {"content": {"audio/wav": {}}}},
    response_class=StreamingResponse,
) 
def serve_text_to_audio_model_controller(
    prompt: str,
    preset: VoicePresets = "v2/en_speaker_1",
):
    processor, model = load_audio_model()
    output, sample_rate = generate_audio(processor, model, prompt, preset)
    return StreamingResponse(
        audio_array_to_buffer(output, sample_rate), media_type="audio/wav"
    )


@app.get("/generate/image",
         responses={status.HTTP_200_OK: {"content": {"image/png": {}}}}, 
         response_class=Response) 
def serve_text_to_image_model_controller(prompt: str):
    # pipe = load_image_model()
    # output = generate_image(pipe, prompt) 
    output = generate_image(models["text2image"], prompt)
    return Response(content=img_to_bytes(output), media_type="image/png") 

@app.post("/upload")
async def file_upload_controller(
    file: Annotated[UploadFile, File(description="Uploaded PDF documents")]
):
    if file.content_type != "application/pdf":
        raise HTTPException(
            detail=f"Only uploading PDF documents are supported",
            status_code=status.HTTP_400_BAD_REQUEST,
        )
    try:
        await save_file(file)
    except Exception as e:
        raise HTTPException(
            detail=f"An error occurred while saving file - Error: {e}",
            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
        )
    return {"filename": file.filename, "message": "File uploaded successfully"}