import datetime
import hashlib
import uuid
from collections.abc import Generator
from typing import Union

from flask import current_app
from flask_login import current_user
from werkzeug.datastructures import FileStorage
from werkzeug.exceptions import NotFound

from core.file.upload_file_parser import UploadFileParser
from core.rag.extractor.extract_processor import ExtractProcessor
from extensions.ext_database import db
from extensions.ext_storage import storage
from models.account import Account
from models.model import EndUser, UploadFile
from services.errors.file import FileTooLargeError, UnsupportedFileTypeError

IMAGE_EXTENSIONS = ['jpg', 'jpeg', 'png', 'webp', 'gif', 'svg']
IMAGE_EXTENSIONS.extend([ext.upper() for ext in IMAGE_EXTENSIONS])

ALLOWED_EXTENSIONS = ['txt', 'markdown', 'md', 'pdf', 'html', 'htm', 'xlsx', 'xls', 'docx', 'csv']
UNSTRUSTURED_ALLOWED_EXTENSIONS = ['txt', 'markdown', 'md', 'pdf', 'html', 'htm', 'xlsx', 'xls',
                                   'docx', 'csv', 'eml', 'msg', 'pptx', 'ppt', 'xml', 'epub']

PREVIEW_WORDS_LIMIT = 3000


class FileService:

    @staticmethod
    def upload_file(file: FileStorage, user: Union[Account, EndUser], only_image: bool = False) -> UploadFile:
        extension = file.filename.split('.')[-1]
        etl_type = current_app.config['ETL_TYPE']
        allowed_extensions = UNSTRUSTURED_ALLOWED_EXTENSIONS + IMAGE_EXTENSIONS if etl_type == 'Unstructured' \
            else ALLOWED_EXTENSIONS + IMAGE_EXTENSIONS
        if extension.lower() not in allowed_extensions:
            raise UnsupportedFileTypeError()
        elif only_image and extension.lower() not in IMAGE_EXTENSIONS:
            raise UnsupportedFileTypeError()

        # read file content
        file_content = file.read()

        # get file size
        file_size = len(file_content)

        if extension.lower() in IMAGE_EXTENSIONS:
            file_size_limit = current_app.config.get("UPLOAD_IMAGE_FILE_SIZE_LIMIT") * 1024 * 1024
        else:
            file_size_limit = current_app.config.get("UPLOAD_FILE_SIZE_LIMIT") * 1024 * 1024

        if file_size > file_size_limit:
            message = f'File size exceeded. {file_size} > {file_size_limit}'
            raise FileTooLargeError(message)

        # user uuid as file name
        file_uuid = str(uuid.uuid4())

        if isinstance(user, Account):
            current_tenant_id = user.current_tenant_id
        else:
            # end_user
            current_tenant_id = user.tenant_id

        file_key = 'upload_files/' + current_tenant_id + '/' + file_uuid + '.' + extension

        # save file to storage
        storage.save(file_key, file_content)

        # save file to db
        config = current_app.config
        upload_file = UploadFile(
            tenant_id=current_tenant_id,
            storage_type=config['STORAGE_TYPE'],
            key=file_key,
            name=file.filename,
            size=file_size,
            extension=extension,
            mime_type=file.mimetype,
            created_by_role=('account' if isinstance(user, Account) else 'end_user'),
            created_by=user.id,
            created_at=datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None),
            used=False,
            hash=hashlib.sha3_256(file_content).hexdigest()
        )

        db.session.add(upload_file)
        db.session.commit()

        return upload_file

    @staticmethod
    def upload_text(text: str, text_name: str) -> UploadFile:
        # user uuid as file name
        file_uuid = str(uuid.uuid4())
        file_key = 'upload_files/' + current_user.current_tenant_id + '/' + file_uuid + '.txt'

        # save file to storage
        storage.save(file_key, text.encode('utf-8'))

        # save file to db
        config = current_app.config
        upload_file = UploadFile(
            tenant_id=current_user.current_tenant_id,
            storage_type=config['STORAGE_TYPE'],
            key=file_key,
            name=text_name + '.txt',
            size=len(text),
            extension='txt',
            mime_type='text/plain',
            created_by=current_user.id,
            created_at=datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None),
            used=True,
            used_by=current_user.id,
            used_at=datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None)
        )

        db.session.add(upload_file)
        db.session.commit()

        return upload_file

    @staticmethod
    def get_file_preview(file_id: str) -> str:
        upload_file = db.session.query(UploadFile) \
            .filter(UploadFile.id == file_id) \
            .first()

        if not upload_file:
            raise NotFound("File not found")

        # extract text from file
        extension = upload_file.extension
        etl_type = current_app.config['ETL_TYPE']
        allowed_extensions = UNSTRUSTURED_ALLOWED_EXTENSIONS if etl_type == 'Unstructured' else ALLOWED_EXTENSIONS
        if extension.lower() not in allowed_extensions:
            raise UnsupportedFileTypeError()

        text = ExtractProcessor.load_from_upload_file(upload_file, return_text=True)
        text = text[0:PREVIEW_WORDS_LIMIT] if text else ''

        return text

    @staticmethod
    def get_image_preview(file_id: str, timestamp: str, nonce: str, sign: str) -> tuple[Generator, str]:
        result = UploadFileParser.verify_image_file_signature(file_id, timestamp, nonce, sign)
        if not result:
            raise NotFound("File not found or signature is invalid")

        upload_file = db.session.query(UploadFile) \
            .filter(UploadFile.id == file_id) \
            .first()

        if not upload_file:
            raise NotFound("File not found or signature is invalid")

        # extract text from file
        extension = upload_file.extension
        if extension.lower() not in IMAGE_EXTENSIONS:
            raise UnsupportedFileTypeError()

        generator = storage.load(upload_file.key, stream=True)

        return generator, upload_file.mime_type

    @staticmethod
    def get_public_image_preview(file_id: str) -> tuple[Generator, str]:
        upload_file = db.session.query(UploadFile) \
            .filter(UploadFile.id == file_id) \
            .first()

        if not upload_file:
            raise NotFound("File not found or signature is invalid")

        # extract text from file
        extension = upload_file.extension
        if extension.lower() not in IMAGE_EXTENSIONS:
            raise UnsupportedFileTypeError()

        generator = storage.load(upload_file.key)

        return generator, upload_file.mime_type