import os, io, uuid, json, wave, math
import aiohttp
import aiofiles
import asyncio
import sqlite3
import bcrypt
import tempfile
import shutil
import subprocess # to use "ffmpeg" in order to use "ffmpeg-python" library for video to audio conversion
from fastapi import FastAPI, Request, Query, Form, UploadFile, File, HTTPException, Depends
from fastapi.responses import HTMLResponse, JSONResponse, FileResponse
from fastapi.staticfiles import StaticFiles
from fastapi.middleware.cors import CORSMiddleware
from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm
from datetime import datetime, timedelta
from jose import JWTError, jwt
from pydantic import BaseModel, EmailStr
from pydantic import confloat
# from pydub import AudioSegment # rely on "ffmpeg" package from the system and "ffmpeg-python" library
from pydub.silence import split_on_silence
import soundfile as sf
import numpy as np
from scipy import signal
from scipy.io import wavfile
from typing import Optional, List, Dict, Union
from dotenv import load_dotenv
from sqlalchemy import create_engine, Column, Integer, String, Boolean, ForeignKey
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import sessionmaker, Session

load_dotenv()

# Constants
MAX_DURATION = 3600 * 2  # 2 hours
#CHUNK_SIZE = 1024 * 1024  # 1MB chunks
MAX_FILE_SIZE = 25 * 1024 * 1024  # 25MB
system_prompt = """
You are a helpful assistant. Your task is to correct 
any spelling discrepancies in the transcribed text. Only add necessary 
punctuation such as periods, commas, and capitalization, and use only the 
context provided.
"""
names = []
extra_prompt = f"""
Make sure that the names of : {','.join(names)}
the following products are spelled correctly
"""

# Authentication & Security
SECRET_KEY = os.getenv("SECRET_KEY", None)  # Change in production
ALGORITHM = "HS256"
ACCESS_TOKEN_EXPIRE_MINUTES = 60

# Directory definitions
UPLOAD_DIR = "uploads"
os.makedirs(UPLOAD_DIR, exist_ok=True)

# Database setup
DB_TYPE = os.getenv("DB_TYPE", "sqlite").lower()  # Default to SQLite if not specified
DATABASE_URL = os.getenv("DATABASE_URL")
EMPTY_DB = os.getenv("EMPTY_DB", "false").lower() == "true"  # Get EMPTY_DB flag

# Configure engine based on database type
if DB_TYPE == "postgresql":
    if DATABASE_URL and DATABASE_URL.startswith("postgres://"):
        DATABASE_URL = DATABASE_URL.replace("postgres://", "postgresql://", 1)
    # PostgreSQL configuration for production
    engine = create_engine(
        DATABASE_URL,
        pool_size=5,
        max_overflow=10,
        pool_timeout=30,
        pool_recycle=1800,  # Recycle connections after 30 minutes
    )
elif DB_TYPE == "sqlite":
    # SQLite configuration for development
    engine = create_engine(
        DATABASE_URL,
        connect_args={"check_same_thread": False}
    )
else:
    raise ValueError("Unsupported database type. Use 'sqlite' or 'postgresql'.")

SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
Base = declarative_base()

# SQLAlchemy Models
class UserModel(Base):
    __tablename__ = "users"
    
    id = Column(Integer, primary_key=True, index=True)
    username = Column(String, unique=True, index=True)
    email = Column(String, unique=True, index=True)
    hashed_password = Column(String)
    disabled = Column(Boolean, default=True)  # Default to disabled
    is_admin = Column(Boolean, default=False)  # Add admin field


# Create tables
Base.metadata.create_all(bind=engine)

# Dependency to get DB session
def get_db():
    db = SessionLocal()
    try:
        yield db
    finally:
        db.close()

# Add these models
class UserBase(BaseModel):
    username: str
    email: EmailStr

class UserCreate(UserBase):
    password: str

class User(UserBase):
    id: int
    disabled: bool = True  # Default to disabled
    is_admin: bool = False  # Add admin field
    
    class Config:
        from_attributes = True

class Token(BaseModel):
    access_token: str
    token_type: str

class TokenData(BaseModel):
    username: str | None = None

# Add this with other SQLAlchemy models
class TranscriptionModel(Base):
    __tablename__ = "transcriptions"
    
    id = Column(String, primary_key=True, index=True)
    name = Column(String)
    text = Column(String)
    segments = Column(String)  # Store JSON as string
    audio_file = Column(String)
    user_id = Column(Integer, ForeignKey("users.id"))
    created_at = Column(String, default=lambda: datetime.utcnow().isoformat())

# Add this with other Pydantic models
class TranscriptionBase(BaseModel):
    name: str
    text: str
    segments: Optional[List[Dict[str, Union[str, float]]]] = []
    audio_file: Optional[str] = None

class TranscriptionCreate(TranscriptionBase):
    pass

class Transcription(TranscriptionBase):
    id: str
    user_id: int
    created_at: str
    
    class Config:
        from_attributes = True

# Add this with other SQLAlchemy models
class UserCreditModel(Base):
    __tablename__ = "user_credits"
    
    id = Column(Integer, primary_key=True, index=True)
    user_id = Column(Integer, ForeignKey("users.id"))
    minutes_used = Column(Integer, default=0)
    minutes_quota = Column(Integer, default=10)  # Default to 10 minutes
    last_updated = Column(String, default=lambda: datetime.utcnow().isoformat())

class UserCredit(BaseModel):
    user_id: int
    minutes_used: int
    minutes_quota: int
    last_updated: str
    
    class Config:
        from_attributes = True

# Add these utilities
oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")

# App
app = FastAPI()

CORS_ORIGINS = os.getenv("CORS_ORIGINS", "http://localhost:8000,http://127.0.0.1:8000").split(",")

# Configure CORS
app.add_middleware(
    CORSMiddleware,
    allow_origins=CORS_ORIGINS,
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
    expose_headers=["*"]
)

# Create necessary directories
os.makedirs("uploads", exist_ok=True)
# os.makedirs("transcriptions", exist_ok=True) # we use DB to store

# Mount static files
app.mount("/static", StaticFiles(directory="static"), name="static")
app.mount("/uploads", StaticFiles(directory=UPLOAD_DIR), name="uploads")

# Initialize database
def init_db():
    try:
        print("Creating the database...")
        # If EMPTY_DB is True, drop all tables and recreate them
        if EMPTY_DB:
            print("EMPTY_DB flag is set to True. Dropping all tables...")
            Base.metadata.drop_all(bind=engine)
            print("All tables dropped successfully.")
        Base.metadata.create_all(bind=engine)
        print("Database initialized successfully")
    except Exception as e:
        print(f"Database: {DB_TYPE} initialization error: {str(e)}")

def verify_password(plain_password, hashed_password):
    try:
        # Ensure both password and hash are in correct format
        if isinstance(hashed_password, str):
            hashed_password = hashed_password.encode('utf-8')
        if isinstance(plain_password, str):
            plain_password = plain_password.encode('utf-8')
        return bcrypt.checkpw(plain_password, hashed_password)
    except Exception as e:
        print(f"Password verification error: {str(e)}")
        return False

def get_password_hash(password):
    if isinstance(password, str):
        password = password.encode('utf-8')
    return bcrypt.hashpw(password, bcrypt.gensalt()).decode('utf-8')

def get_user(db: Session, username: str):
    user = db.query(UserModel).filter(UserModel.username == username).first()
    if user:
        return User(
            id=user.id, 
            username=user.username, 
            email=user.email, 
            disabled=user.disabled,
            is_admin=user.is_admin
        )
    return None

def authenticate_user(db: Session, username: str, password: str):
    user = db.query(UserModel).filter(UserModel.username == username).first()
    if not user:
        return False
    if not verify_password(password, user.hashed_password):
        return False
    return User(
        id=user.id, 
        username=user.username, 
        email=user.email, 
        disabled=user.disabled,
        is_admin=user.is_admin
    )

async def get_current_user(token: str = Depends(oauth2_scheme), db: Session = Depends(get_db)):
    credentials_exception = HTTPException(
        status_code=401,
        detail="Could not validate credentials",
        headers={"WWW-Authenticate": "Bearer"},
    )
    try:
        payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
        username: str = payload.get("sub")
        if username is None:
            raise credentials_exception
        token_data = TokenData(username=username)
    except JWTError:
        raise credentials_exception
    user = get_user(db, username=token_data.username)
    if user is None:
        raise credentials_exception
    return user

async def get_current_active_admin(current_user: User = Depends(get_current_user)):
    if current_user.disabled:
        raise HTTPException(status_code=400, detail="Inactive user")
    if not current_user.is_admin:
        raise HTTPException(status_code=403, detail="Not enough permissions")
    return current_user

@app.get("/api/users")
async def get_list_users(
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    users = db.query(UserModel).all()
    return [
        {
            "id": user.id,
            "username": user.username,
            "email": user.email,
            "disabled": user.disabled,
            "is_admin": user.is_admin
        }
        for user in users
    ]

@app.put("/api/users/{user_id}/enable")
async def enable_user(
    user_id: int,
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    user = db.query(UserModel).filter(UserModel.id == user_id).first()
    if not user:
        raise HTTPException(status_code=404, detail="User not found")
    
    # Prevent disabling the last admin
    if user.is_admin and user.id == current_user.id:
        admin_count = db.query(UserModel).filter(UserModel.is_admin == True, UserModel.disabled == False).count()
        if admin_count <= 1:
            raise HTTPException(status_code=400, detail="Cannot disable the last active admin")
    
    user.disabled = False
    db.commit()
    return {"message": f"User {user.username} has been enabled"}

@app.put("/api/users/{user_id}/disable")
async def disable_user(
    user_id: int,
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    user = db.query(UserModel).filter(UserModel.id == user_id).first()
    if not user:
        raise HTTPException(status_code=404, detail="User not found")
    
    # Prevent disabling yourself if you're an admin
    if user.is_admin and user.id == current_user.id:
        raise HTTPException(status_code=400, detail="Admins cannot disable themselves")
    
    user.disabled = True
    db.commit()
    return {"message": f"User {user.username} has been disabled"}

@app.delete("/api/users/{user_id}")
async def delete_user(
    user_id: int,
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    # Prevent deleting yourself
    if user_id == current_user.id:
        raise HTTPException(status_code=400, detail="Users cannot delete their own accounts")
    
    user = db.query(UserModel).filter(UserModel.id == user_id).first()
    if not user:
        raise HTTPException(status_code=404, detail="User not found")
    
    # Get username before deletion for the response
    username = user.username
    
    # Delete the user
    db.delete(user)
    db.commit()
    
    return {"message": f"User {username} has been deleted"}

def create_access_token(data: dict, expires_delta: timedelta | None = None):
    to_encode = data.copy()
    if expires_delta:
        expire = datetime.utcnow() + expires_delta
    else:
        expire = datetime.utcnow() + timedelta(minutes=ACCESS_TOKEN_EXPIRE_MINUTES)
    to_encode.update({"exp": expire})
    encoded_jwt = jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
    return encoded_jwt


### FUNCTIONS

def convert_to_flac(input_file: str, output_file: str):
    """
    Convert audio to 16KHz mono FLAC format.
    """
    try:
        # Read the audio file
        data, samplerate = sf.read(input_file)
        
        # Convert to mono if stereo
        if len(data.shape) > 1:
            data = np.mean(data, axis=1)
        
        # Resample to 16KHz if needed
        if samplerate != 16000:
            ratio = 16000 / samplerate
            data = signal.resample(data, int(len(data) * ratio))
            samplerate = 16000
        
        # Save as FLAC
        sf.write(output_file, data, samplerate, format='FLAC')
    
    except Exception as e:
        raise HTTPException(500, f"Error converting to FLAC: {str(e)}")

######## ROUTES

# Near the top where CORS is configured
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],  # For production, replace with specific domains
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
    expose_headers=["*"]
)

# Also ensure your login form data is properly sent
@app.post("/token") #, response_model=Token)
async def login_for_access_token(
    form_data: OAuth2PasswordRequestForm = Depends(),
    db: Session = Depends(get_db)
):
    try:
        user = authenticate_user(db, form_data.username, form_data.password)
        if not user:
            raise HTTPException(
                status_code=401,
                detail="Incorrect username or password",
                headers={"WWW-Authenticate": "Bearer"},
            )
        if user.disabled:
            raise HTTPException(
                status_code=400,
                detail="User is disabled"
            )
        access_token_expires = timedelta(minutes=ACCESS_TOKEN_EXPIRE_MINUTES)
        access_token = create_access_token(data={"sub": user.username}, expires_delta=access_token_expires)
        return {"access_token": access_token, "token_type": "bearer"}
    except Exception as e:
        print(f"Login error: {str(e)}")  # Add logging for debugging
        raise HTTPException(
            status_code=500,
            detail=f"Internal server error: {str(e)}"
        )

@app.post("/api/signup")
async def signup(user: UserCreate, db: Session = Depends(get_db)):
    try:
        # Check if username or email already exists
        db_user = db.query(UserModel).filter(
            (UserModel.username == user.username) | (UserModel.email == user.email)
        ).first()
        
        if db_user:
            raise HTTPException(
                status_code=400,
                detail="Username or email already exists"
            )
        
        # Check if this is the first user
        user_count = db.query(UserModel).count()
        is_first_user = user_count == 0
        
        # Create new user
        hashed_password = get_password_hash(user.password)
        db_user = UserModel(
            username=user.username,
            email=user.email,
            hashed_password=hashed_password,
            disabled=not is_first_user,  # First user is enabled, others disabled
            is_admin=is_first_user       # First user is admin
        )
        db.add(db_user)
        db.commit()
        db.refresh(db_user)
        
        return {"message": "User created successfully", "is_admin": is_first_user, "disabled": not is_first_user}
    except HTTPException:
        raise
    except Exception as e:
        db.rollback()
        raise HTTPException(
            status_code=500,
            detail=f"An error occurred: {str(e)}"
        )

# Helper function to split audio into chunks
def split_audio_chunks(
    file_path: str, 
    chunk_size: int = 600,  # 10 minutes in seconds
    overlap: int = 5         # 5 seconds overlap
) -> List[Dict[str, Union[str, float]]]:
    """
    Split audio into chunks with overlap and save as FLAC files.
    """
    try:
        # Check file size
        file_size = os.path.getsize(file_path)
        if file_size > MAX_FILE_SIZE:
            print(f"Warning: File size ({file_size / (1024 * 1024):.2f}MB) exceeds maximum size limit ({MAX_FILE_SIZE / (1024 * 1024)}MB)")
        else:
            print(f"File size: {file_size / (1024 * 1024):.2f}MB")
        # Check duration
        # with wave.open(file_path, 'rb') as wav_file:
        #     duration = wav_file.getnframes() / wav_file.getframerate()
        #     if duration > MAX_DURATION:
        #         print(f"Warning: File duration ({duration:.2f}s) exceeds maximum duration limit ({MAX_DURATION:.2f}s)")
        #     else:
        #         print(f"File duration: {duration:.2f}s")

        # Read audio file using soundfile (supports multiple formats)
        audio_data, sample_rate = sf.read(file_path)
        
        # Convert stereo to mono if needed
        if len(audio_data.shape) > 1:
            audio_data = np.mean(audio_data, axis=1)
        
        # Calculate chunk size in samples
        chunk_size_samples = chunk_size * sample_rate
        overlap_samples = overlap * sample_rate
        
        chunks = []
        start = 0
        
        while start < len(audio_data):
            end = min(start + chunk_size_samples, len(audio_data))
            chunk_data = audio_data[start:end]
            
            # Save chunk as FLAC
            chunk_path = f"{file_path}_chunk_{len(chunks)}.flac"
            sf.write(chunk_path, chunk_data, sample_rate, format='FLAC')
            
            chunks.append({
                "path": chunk_path,
                "start": start / sample_rate,  # Start time in seconds
                "end": end / sample_rate       # End time in seconds
            })
            
            # Move start position with overlap
            start += chunk_size_samples - overlap_samples
        
        return chunks
    
    except Exception as e:
        raise HTTPException(500, f"Error splitting audio: {str(e)}")

# Process individual chunk
async def process_chunk(
    chunk_path: str,
    model: str,
    language: str,
    temperature: float,
    response_format: str,
    prompt: str,
    chunk_offset: float,
    semaphore: asyncio.Semaphore
):
    """
    Process a single audio chunk with the transcription API.
    """
    async with semaphore:
        try:
            async with aiofiles.open(chunk_path, "rb") as f:
                file_data = await f.read()

            form_data = aiohttp.FormData()
            form_data.add_field('file', file_data, filename=chunk_path)
            form_data.add_field('model', model)
            form_data.add_field('temperature', str(temperature))
            form_data.add_field('response_format', response_format)
            if language != "auto":
                form_data.add_field('language', language)
            if prompt:
                form_data.add_field('prompt', prompt)

            print(f"Processing chunk {chunk_path}... prompt: {prompt}")
            async with aiohttp.ClientSession() as session:
                async with session.post(
                    f"{os.getenv('OPENAI_BASE_URL')}/audio/transcriptions",
                    headers={'Authorization': f"Bearer {os.getenv('OPENAI_API_KEY')}"},
                    data=form_data
                ) as response:
                    result = await response.json() if response_format != "text" else await response.text()
                    
                    # Adjust timestamps for chunks
                    if response_format == "verbose_json":
                        for segment in result.get("segments", []):
                            segment["start"] += chunk_offset
                            segment["end"] += chunk_offset
                    return result

        except Exception as e:
            # Add detailed error logging
            print(f"Error processing chunk {chunk_path}:")
            print(f"Type: {type(e).__name__}")
            print(f"Message: {str(e)}")
            return {"error": str(e), "chunk": chunk_path}

# Combine results from all chunks
def combine_results(results: list, response_format: str):
    """Combine results from all chunks with validation"""
    final = {"text": "", "segments": []}
    error_chunks = []
    
    for idx, result in enumerate(results):
        if "error" in result:
            error_chunks.append({
                "chunk": idx,
                "error": result["error"]
            })
            continue
            
        # Validate response structure
        if response_format == "verbose_json":
            if not isinstance(result.get("segments"), list):
                error_chunks.append({
                    "chunk": idx,
                    "error": "Invalid segments format"
                })
                continue
                
            # Validate segment timestamps
            for segment in result.get("segments", []):
                if not all(key in segment for key in ['start', 'end', 'text']):
                    error_chunks.append({
                        "chunk": idx,
                        "error": f"Invalid segment format in chunk {idx}"
                    })
                    break
                
            final["segments"].extend(result.get("segments", []))
    
    # Add debug information to response
    final["metadata"] = {
        "total_chunks": len(results),
        "failed_chunks": len(error_chunks),
        "errors": error_chunks
    }
    
    return final

def get_user_upload_dir(user_id):
    """Get the upload directory for a specific user"""
    user_dir = os.path.join(UPLOAD_DIR, str(user_id))
    os.makedirs(user_dir, exist_ok=True)
    return user_dir

@app.get("/api/me", response_model=User)
async def read_users_me(current_user: User = Depends(get_current_user)):
    return current_user

@app.get("/", response_class=HTMLResponse)
async def read_index():
    async with aiofiles.open("index.html", mode="r") as f:
        content = await f.read()
    return HTMLResponse(content=content)

@app.get("/api/credits")
async def get_user_credits(
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        # Get user credit information
        user_credit = db.query(UserCreditModel).filter(
            UserCreditModel.user_id == current_user.id
        ).first()
        
        if not user_credit:
            # Create new credit record if it doesn't exist
            user_credit = UserCreditModel(
                user_id=current_user.id,
                minutes_used=0,
                minutes_quota=10,
                last_updated=datetime.utcnow().isoformat()
            )
            db.add(user_credit)
            db.commit()
            db.refresh(user_credit)
        
        return {
            "user_id": user_credit.user_id,
            "minutes_used": user_credit.minutes_used,
            "minutes_quota": user_credit.minutes_quota,
            "minutes_remaining": max(0, user_credit.minutes_quota - user_credit.minutes_used),
            "last_updated": user_credit.last_updated
        }
    except Exception as e:
        print(f"Error getting user credits: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.get("/api/admin/credits")
async def get_all_user_credits(
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    try:
        # Get all user credit information
        user_credits = db.query(UserCreditModel).all()
        
        # Get usernames for each user_id
        user_data = {}
        for user in db.query(UserModel).all():
            user_data[user.id] = user.username
        
        return [
            {
                "user_id": credit.user_id,
                "username": user_data.get(credit.user_id, "Unknown"),
                "minutes_used": credit.minutes_used,
                "minutes_quota": credit.minutes_quota,
                "minutes_remaining": max(0, credit.minutes_quota - credit.minutes_used),
                "last_updated": credit.last_updated
            }
            for credit in user_credits
        ]
    except Exception as e:
        print(f"Error getting all user credits: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.put("/api/admin/credits/{user_id}")
async def update_user_credits(
    user_id: int,
    credit_update: dict,
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    try:
        # Validate input
        if not any(field in credit_update for field in ["minutes_used", "minutes_quota"]):
            raise HTTPException(status_code=400, detail="At least one of minutes_used or minutes_quota is required")
        
        # Get user credit record
        user_credit = db.query(UserCreditModel).filter(
            UserCreditModel.user_id == user_id
        ).first()
        
        if not user_credit:
            # Create new credit record if it doesn't exist
            user = db.query(UserModel).filter(UserModel.id == user_id).first()
            if not user:
                raise HTTPException(status_code=404, detail="User not found")
                
            minutes_used = credit_update.get("minutes_used", 0)
            minutes_quota = credit_update.get("minutes_quota", 60)  # Default quota
            
            if not isinstance(minutes_used, int) or minutes_used < 0:
                raise HTTPException(status_code=400, detail="minutes_used must be a non-negative integer")
            
            if not isinstance(minutes_quota, int) or minutes_quota < 0:
                raise HTTPException(status_code=400, detail="minutes_quota must be a non-negative integer")
                
            user_credit = UserCreditModel(
                user_id=user_id,
                minutes_used=minutes_used,
                minutes_quota=minutes_quota,
                last_updated=datetime.utcnow().isoformat()
            )
            db.add(user_credit)
        else:
            # Update existing credit record
            if "minutes_used" in credit_update:
                minutes_used = credit_update["minutes_used"]
                if not isinstance(minutes_used, int) or minutes_used < 0:
                    raise HTTPException(status_code=400, detail="minutes_used must be a non-negative integer")
                user_credit.minutes_used = minutes_used
                
            if "minutes_quota" in credit_update:
                minutes_quota = credit_update["minutes_quota"]
                if not isinstance(minutes_quota, int) or minutes_quota < 0:
                    raise HTTPException(status_code=400, detail="minutes_quota must be a non-negative integer")
                user_credit.minutes_quota = minutes_quota
                
            user_credit.last_updated = datetime.utcnow().isoformat()
        
        db.commit()
        db.refresh(user_credit)
        
        # Get username for response
        user = db.query(UserModel).filter(UserModel.id == user_id).first()
        username = user.username if user else "Unknown"
        
        return {
            "user_id": user_credit.user_id,
            "username": username,
            "minutes_used": user_credit.minutes_used,
            "minutes_quota": user_credit.minutes_quota,
            "minutes_remaining": max(0, user_credit.minutes_quota - user_credit.minutes_used),
            "last_updated": user_credit.last_updated
        }
    except Exception as e:
        print(f"Error updating user credits: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.post("/api/admin/credits/{user_id}/reset-quota")
async def reset_user_quota(
    user_id: int,
    quota_data: dict,
    current_user: User = Depends(get_current_active_admin),
    db: Session = Depends(get_db)
):
    try:
        new_quota = quota_data.get("new_quota")
        if new_quota is None:
            raise HTTPException(status_code=400, detail="new_quota field is required")
            
        if not isinstance(new_quota, int) or new_quota < 0:
            raise HTTPException(status_code=400, detail="new_quota must be a non-negative integer")
        
        # Get user credit record
        user_credit = db.query(UserCreditModel).filter(
            UserCreditModel.user_id == user_id
        ).first()
        
        if not user_credit:
            # Create new credit record if it doesn't exist
            user = db.query(UserModel).filter(UserModel.id == user_id).first()
            if not user:
                raise HTTPException(status_code=404, detail="User not found")
                
            user_credit = UserCreditModel(
                user_id=user_id,
                minutes_used=0,
                minutes_quota=new_quota,
                last_updated=datetime.utcnow().isoformat()
            )
            db.add(user_credit)
        else:
            # Update existing credit record
            user_credit.minutes_quota = new_quota
            user_credit.last_updated = datetime.utcnow().isoformat()
        
        db.commit()
        db.refresh(user_credit)
        
        # Get username for response
        user = db.query(UserModel).filter(UserModel.id == user_id).first()
        username = user.username if user else "Unknown"
        
        return {
            "user_id": user_credit.user_id,
            "username": username,
            "minutes_used": user_credit.minutes_used,
            "minutes_quota": user_credit.minutes_quota,
            "minutes_remaining": max(0, user_credit.minutes_quota - user_credit.minutes_used),
            "last_updated": user_credit.last_updated
        }
    except Exception as e:
        print(f"Error resetting user quota: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.post("/api/upload-audio")
async def upload_audio(
    request: Request, 
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        form_data = await request.form()
        file = form_data["file"]
        
        file_id = str(uuid.uuid4())
        filename = f"{file_id}_{file.filename}"
        
        # Get user-specific upload directory
        user_upload_dir = get_user_upload_dir(current_user.id)
        
        # Create the full file path in the user's directory
        file_path = os.path.join(user_upload_dir, filename)
        print(f"file_path: ${file_path}")
        
        contents = await file.read()
        async with aiofiles.open(file_path, "wb") as f:
            await f.write(contents)
            
        return JSONResponse({"filename": filename})
    except Exception as e:
        raise HTTPException(status_code=500, detail=str(e))

@app.post("/api/upload")
async def create_upload_file(
    current_user: User = Depends(get_current_user),
    file: UploadFile = File(...),
    model: str = Form(default="whisper-large-v3-turbo"),
    language: str = Form(default="auto"),
    temperature: float = Form(default=0.0),
    response_format: str = Form(default="verbose_json"),
    prompt: str = Form(default=""),
    chunk_size: int = Form(default=600),
    overlap: int = Form(default=5),
    start_time: float = Form(default=0.0),
    end_time: float = Form(default=None),
    db: Session = Depends(get_db)
):
    try:
        # Validate input
        if not file.content_type.startswith('audio/'):
            raise HTTPException(400, "Only audio files allowed")

        # Save original file
        temp_dir = tempfile.gettempdir()
        # os.makedirs(temp_dir, exist_ok=True)
        temp_path = os.path.join(temp_dir, file.filename)
        temp_path = f"{temp_dir}/{file.filename}"
        
        async with aiofiles.open(temp_path, "wb") as f:
            await f.write(await file.read())

        # Read the audio file
        audio_data, sample_rate = sf.read(temp_path)
        
        # Convert stereo to mono if needed
        if len(audio_data.shape) > 1:
            audio_data = np.mean(audio_data, axis=1)

        # Calculate time boundaries in samples
        start_sample = int(start_time * sample_rate)
        end_sample = int(end_time * sample_rate) if end_time else len(audio_data)
        
        # Validate boundaries
        if start_sample >= len(audio_data):
            raise HTTPException(400, "Start time exceeds audio duration")
        if end_sample > len(audio_data):
            end_sample = len(audio_data)
        if start_sample >= end_sample:
            raise HTTPException(400, "Invalid time range")

        # Calculate audio duration in minutes
        audio_duration_seconds = (end_sample - start_sample) / sample_rate
        audio_duration_minutes = math.ceil(audio_duration_seconds / 60)  # Round up to nearest minute

        # Check user quota
        user_credit = db.query(UserCreditModel).filter(
            UserCreditModel.user_id == current_user.id
        ).first()
        
        if not user_credit:
            # Create new credit record if it doesn't exist
            user_credit = UserCreditModel(
                user_id=current_user.id,
                minutes_used=0,
                minutes_quota=60,  # Default quota
                last_updated=datetime.utcnow().isoformat()
            )
            db.add(user_credit)
            db.commit()
            db.refresh(user_credit)
        
        # Check if user has enough quota
        minutes_remaining = max(0, user_credit.minutes_quota - user_credit.minutes_used)
        if audio_duration_minutes > minutes_remaining:
            raise HTTPException(
                status_code=403, 
                detail=f"Quota exceeded. You have {minutes_remaining} minutes remaining, but this audio requires {audio_duration_minutes} minutes."
            )

        # Update user credits
        user_credit.minutes_used += audio_duration_minutes
        user_credit.last_updated = datetime.utcnow().isoformat()
        db.commit()        

        # Slice the audio data
        audio_data = audio_data[start_sample:end_sample]
        
        # Save the sliced audio
        sliced_path = f"{temp_path}_sliced.flac"
        sf.write(sliced_path, audio_data, sample_rate, format='FLAC')

        # check sliced_path file size if it exceeded the limit
        file_size = os.path.getsize(sliced_path)
        if file_size > MAX_FILE_SIZE:
            print(f"Slice: {sliced_path} exceeds the limit of {MAX_FILE_SIZE / (1024 * 1024)}MB")
            # raise HTTPException(400, f"File size exceeds the limit of {MAX_FILE_SIZE / (1024 * 1024)}MB")

        # Split into FLAC chunks
        chunks = split_audio_chunks(
            sliced_path, 
            chunk_size=chunk_size,
            overlap=overlap
        )

        # Process chunks concurrently
        semaphore = asyncio.Semaphore(3)
        tasks = [process_chunk(
            chunk_path=chunk["path"],
            model=model,
            language=language,
            temperature=temperature,
            response_format=response_format,
            prompt=prompt,
            chunk_offset=chunk["start"] + start_time,  # Adjust offset to include start_time
            semaphore=semaphore
        ) for chunk in chunks]

        results = await asyncio.gather(*tasks)

        # Combine results
        combined = combine_results(results, response_format)

        # Add credit usage information to response
        combined["metadata"]["credit_usage"] = {
            "minutes_used": audio_duration_minutes,
            "total_minutes_used": user_credit.minutes_used,
            "minutes_quota": user_credit.minutes_quota,
            "minutes_remaining": max(0, user_credit.minutes_quota - user_credit.minutes_used)
        }

        # Cleanup
        for chunk in chunks:
            os.remove(chunk["path"])
        os.remove(temp_path)
        os.remove(sliced_path)

        return combined

    except Exception as e:
        # Cleanup in case of error
        if 'temp_path' in locals() and os.path.exists(temp_path):
            os.remove(temp_path)
        if 'sliced_path' in locals() and os.path.exists(sliced_path):
            os.remove(sliced_path)
        raise HTTPException(500, str(e))

@app.post("/api/upload-audio-chunk")
async def upload_audio_chunk(
    file: UploadFile = File(...),
    upload_id: str = Form(...),
    offset: int = Form(...),
    total_size: int = Form(...),
    current_user: User = Depends(get_current_user)
):
    # Create upload directory for this file in system temp directory
    temp_dir = tempfile.gettempdir()
    upload_path = os.path.join(temp_dir, f"transtudio_upload_{upload_id}")
    os.makedirs(upload_path, exist_ok=True)
    
    # Path for this specific chunk
    chunk_path = os.path.join(upload_path, f"chunk_{offset}")
    
    # Save the chunk
    with open(chunk_path, "wb") as buffer:
        shutil.copyfileobj(file.file, buffer)
    
    # Update metadata file with progress info
    metadata_path = os.path.join(upload_path, "metadata.txt")
    with open(metadata_path, "w") as f:
        f.write(f"{offset + file.size}/{total_size}")
    
    return {"success": True, "received_bytes": offset + file.size}

@app.post("/api/finalize-audio-upload")
async def finalize_audio_upload(
    upload_info: dict,
    current_user: User = Depends(get_current_user)
):
    upload_id = upload_info.get("upload_id")
    if not upload_id:
        raise HTTPException(status_code=400, detail="Upload ID is required")
    
    temp_dir = tempfile.gettempdir()
    upload_path = os.path.join(temp_dir, f"transtudio_upload_{upload_id}")
    if not os.path.exists(upload_path):
        raise HTTPException(status_code=404, detail="Upload not found")
    
    # Read metadata to get original filename if available
    metadata_path = os.path.join(upload_path, "metadata.txt")
    filename = f"{uuid.uuid4()}.mp3"  # Default filename
    
    # Get user-specific upload directory
    user_upload_dir = get_user_upload_dir(current_user.id)
    
    # Combine all chunks into final file
    output_path = os.path.join(user_upload_dir, filename)
    
    with open(output_path, "wb") as outfile:
        # Get all chunks sorted by offset
        chunks = [f for f in os.listdir(upload_path) if f.startswith("chunk_")]
        chunks.sort(key=lambda x: int(x.split("_")[1]))
        
        for chunk_name in chunks:
            chunk_path = os.path.join(upload_path, chunk_name)
            with open(chunk_path, "rb") as infile:
                shutil.copyfileobj(infile, outfile)
    
    # Clean up temporary files
    shutil.rmtree(upload_path)
    
    return {"success": True, "filename": filename}

@app.post("/api/cancel-audio-upload")
async def cancel_audio_upload(
    upload_info: dict,
    current_user: User = Depends(get_current_user)
):
    upload_id = upload_info.get("upload_id")
    if not upload_id:
        raise HTTPException(status_code=400, detail="Upload ID is required")
    
    temp_dir = tempfile.gettempdir()
    upload_path = os.path.join(temp_dir, f"transtudio_upload_{upload_id}")
    if os.path.exists(upload_path):
        shutil.rmtree(upload_path)
    
    return {"success": True}

@app.get("/api/audio-files")
async def get_audio_files(
    current_user: User = Depends(get_current_user)
):
    try:
        file_list = []
        
        if current_user.is_admin:
            # Admin can see all files
            for user_id in os.listdir(UPLOAD_DIR):
                user_dir = os.path.join(UPLOAD_DIR, user_id)
                if os.path.isdir(user_dir):
                    # Get username for this user_id
                    db = next(get_db())
                    user = db.query(UserModel).filter(UserModel.id == int(user_id)).first()
                    username = user.username if user else f"User {user_id}"
                    
                    for filename in os.listdir(user_dir):
                        file_path = os.path.join(user_dir, filename)
                        if os.path.isfile(file_path) and not filename.startswith('.'):
                            # Get file stats
                            file_stats = os.stat(file_path)
                            file_size = os.path.getsize(file_path)
                            
                            file_list.append({
                                "id": filename,
                                "filename": filename,
                                "original_filename": filename,
                                "size": file_size,
                                "uploaded_at": datetime.fromtimestamp(file_stats.st_mtime).isoformat(),
                                "user_id": int(user_id),
                                "username": username
                            })
        else:
            # Regular users can only see their own files
            user_dir = get_user_upload_dir(current_user.id)
            
            for filename in os.listdir(user_dir):
                file_path = os.path.join(user_dir, filename)
                if os.path.isfile(file_path) and not filename.startswith('.'):
                    # Get file stats
                    file_stats = os.stat(file_path)
                    file_size = os.path.getsize(file_path)
                    
                    file_list.append({
                        "id": filename,
                        "filename": filename,
                        "original_filename": filename,
                        "size": file_size,
                        "uploaded_at": datetime.fromtimestamp(file_stats.st_mtime).isoformat()
                    })
        
        # Sort by upload date (newest first)
        file_list.sort(key=lambda x: x["uploaded_at"], reverse=True)
        
        return file_list
    except Exception as e:
        print(f"Error getting audio files: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.delete("/api/audio-files/{filename}")
async def delete_audio_file(
    filename: str,
    user_id: int = None,
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        # Determine which user's file to delete
        target_user_id = user_id if current_user.is_admin and user_id else current_user.id
        
        # Check if user exists if admin is deleting another user's file
        if current_user.is_admin and user_id and user_id != current_user.id:
            user = db.query(UserModel).filter(UserModel.id == user_id).first()
            if not user:
                raise HTTPException(status_code=404, detail="User not found")
        
        # Get the user's upload directory
        user_upload_dir = get_user_upload_dir(target_user_id)
        
        # Check if file exists in the user's directory
        file_path = os.path.join(user_upload_dir, filename)
        if not os.path.exists(file_path):
            raise HTTPException(status_code=404, detail="Audio file not found")
        
        # Delete the physical file
        os.remove(file_path)
        
        return {"status": "success", "message": "Audio file deleted successfully"}
    except HTTPException:
        raise
    except Exception as e:
        print(f"Error deleting audio file: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.post("/extract-audio/")
async def extract_audio(file: UploadFile = File(...)):
    # Save uploaded video temporarily
    video_path = f"temp/{file.filename}"
    audio_path = f"temp/{os.path.splitext(file.filename)[0]}.mp3"
    
    with open(video_path, "wb") as buffer:
        buffer.write(await file.read())
    
    # Extract audio using FFmpeg
    subprocess.run([
        "ffmpeg", "-i", video_path, 
        "-q:a", "0", "-map", "a", audio_path
    ])
    
    # Clean up video file
    os.remove(video_path)
    
    # Return audio file
    return FileResponse(audio_path)

@app.get("/api/transcriptions")
async def get_transcriptions(
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        # Query transcriptions from database instead of reading files
        transcriptions = db.query(TranscriptionModel).filter(
            TranscriptionModel.user_id == current_user.id
        ).all()
        
        return [
            {
                "id": t.id,
                "name": t.name,
                "text": t.text,
                "segments": json.loads(t.segments) if t.segments else [],
                "audio_file": t.audio_file
            }
            for t in transcriptions
        ]
    except Exception as e:
        print(f"Error getting transcriptions: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.post("/api/save-transcription")
async def save_transcription(
    data: dict, 
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        trans_id = str(uuid.uuid4())
        
        # Create new transcription in database
        transcription = TranscriptionModel(
            id=trans_id,
            name=f"t{trans_id[:8]}",
            text=data["text"],
            segments=json.dumps(data.get("segments", [])),
            audio_file=data.get("audio_file"),
            user_id=current_user.id
        )
        
        db.add(transcription)
        db.commit()
        
        return {"status": "success", "id": trans_id}
    except Exception as e:
        db.rollback()
        print(f"Error saving transcription: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.get("/api/transcriptions/{trans_id}")
async def get_transcription(
    trans_id: str,
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        # Query from database instead of reading file
        transcription = db.query(TranscriptionModel).filter(
            TranscriptionModel.id == trans_id,
            TranscriptionModel.user_id == current_user.id
        ).first()
        
        if not transcription:
            raise HTTPException(status_code=404, detail="Transcription not found")
            
        return {
            "id": transcription.id,
            "name": transcription.name,
            "text": transcription.text,
            "segments": json.loads(transcription.segments) if transcription.segments else [],
            "audio_file": transcription.audio_file
        }
    except HTTPException:
        raise
    except Exception as e:
        print(f"Error getting transcription: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.delete("/api/transcriptions/{trans_id}")
async def delete_transcription(
    trans_id: str,
    current_user: User = Depends(get_current_user),
    db: Session = Depends(get_db)
):
    try:
        # Query and delete from database
        transcription = db.query(TranscriptionModel).filter(
            TranscriptionModel.id == trans_id,
            TranscriptionModel.user_id == current_user.id
        ).first()
        
        if not transcription:
            raise HTTPException(status_code=404, detail="Transcription not found")
            
        db.delete(transcription)
        db.commit()
        
        return {"status": "success", "message": "Transcription deleted successfully"}
    except HTTPException:
        raise
    except Exception as e:
        db.rollback()
        print(f"Error deleting transcription: {str(e)}")
        raise HTTPException(status_code=500, detail=str(e))

@app.on_event("startup")
async def startup_event():
    init_db()

if __name__ == "__main__":
    import uvicorn
    uvicorn.run(app, host="127.0.0.1", port=8000)