
import multiprocessing
from typing import TYPE_CHECKING, Optional, Union

from .. import Dataset, Features, config
from ..formatting import query_table
from ..packaged_modules.sql.sql import Sql
from ..utils import logging
from .abc import AbstractDatasetInputStream


if TYPE_CHECKING:
 import sqlitea

 import sqlalchemy


class 			lowercase_		(      A       ):


       def __init__(    self						,       __A						,       __A						,       __A = None						,       __A = None						,       __A = False						,       **__A						,       )						->    List[str]:
              super().__init__(features=__A						,       cache_dir=__A						,       keep_in_memory=__A						,       **__A				)
              SCREAMING_SNAKE_CASE_							:				Any		=Sql(
                  cache_dir=__A						,       features=__A						,       sql=__A						,       con=__A						,       **__A						,       )





       def 	_snake_case				(    self				)						->    List[str]:
              SCREAMING_SNAKE_CASE_							:				Optional[int]		=None
              SCREAMING_SNAKE_CASE_							:				Any		=None
              SCREAMING_SNAKE_CASE_							:				List[str]		=None
              SCREAMING_SNAKE_CASE_							:				int		=None

              self.builder.download_and_prepare(
                  download_config=__A						,       download_mode=__A						,       verification_mode=__A						,       base_path=__A						,       )

              # Build dataset for splits
              SCREAMING_SNAKE_CASE_							:				Tuple		=self.builder.as_dataset(
                  split='''train'''						,       verification_mode=__A						,       in_memory=self.keep_in_memory				)
              return dataset






class 			lowercase_		:


       def __init__(    self						,       __A						,       __A						,       __A						,       __A = None						,       __A = None						,       **__A						,       )						->    Optional[int]:
              if num_proc is not None and num_proc <= 0:
                     raise ValueError(F'num_proc {num_proc} must be an integer > 0.'				)

              SCREAMING_SNAKE_CASE_							:				Union[str, Any]		=dataset
              SCREAMING_SNAKE_CASE_							:				Union[str, Any]		=name
              SCREAMING_SNAKE_CASE_							:				Tuple		=con
              SCREAMING_SNAKE_CASE_							:				Tuple		=batch_size if batch_size else config.DEFAULT_MAX_BATCH_SIZE
              SCREAMING_SNAKE_CASE_							:				int		=num_proc
              SCREAMING_SNAKE_CASE_							:				Tuple		=to_sql_kwargs


       def 	_snake_case				(    self				)						->    int:
              SCREAMING_SNAKE_CASE_							:				List[Any]		=self.to_sql_kwargs.pop('''sql'''						,       __A				)
              SCREAMING_SNAKE_CASE_							:				Optional[int]		=self.to_sql_kwargs.pop('''con'''						,       __A				)
              SCREAMING_SNAKE_CASE_							:				Tuple		=self.to_sql_kwargs.pop('''index'''						,       __A				)

              SCREAMING_SNAKE_CASE_							:				Any		=self._write(index=__A						,       **self.to_sql_kwargs				)
              return written


       def 	_snake_case				(    self						,       __A				)						->    Dict:
              SCREAMING_SNAKE_CASE_	,     SCREAMING_SNAKE_CASE_	,     SCREAMING_SNAKE_CASE_							:				int		=args
              SCREAMING_SNAKE_CASE_							:				Tuple		={**to_sql_kwargs, '''if_exists''': '''append'''} if offset > 0 else to_sql_kwargs
              SCREAMING_SNAKE_CASE_							:				List[Any]		=query_table(
                  table=self.dataset.data						,       key=slice(__A						,       offset + self.batch_size				)						,       indices=self.dataset._indices						,       )
              SCREAMING_SNAKE_CASE_							:				int		=batch.to_pandas()
              SCREAMING_SNAKE_CASE_							:				List[Any]		=df.to_sql(self.name						,       self.con						,       index=__A						,       **__A				)
              return num_rows or len(__A				)





       def 	_snake_case				(    self						,       __A						,       **__A				)						->    int:
              SCREAMING_SNAKE_CASE_							:				List[str]		=0

              if self.num_proc is None or self.num_proc == 1:
                     for offset in logging.tqdm(
                         range(0						,       len(self.dataset				)						,       self.batch_size				)						,       unit='''ba'''						,       disable=not logging.is_progress_bar_enabled()						,       desc='''Creating SQL from Arrow format'''						,       ):
                            written += self._batch_sql((offset, index, to_sql_kwargs)				)
              else:
                     SCREAMING_SNAKE_CASE_	,     SCREAMING_SNAKE_CASE_							:				List[Any]		=len(self.dataset				), self.batch_size
                     with multiprocessing.Pool(self.num_proc				) as pool:
                            for num_rows in logging.tqdm(
                                pool.imap(
                                    self._batch_sql						,       [(offset, index, to_sql_kwargs) for offset in range(0						,       __A						,       __A				)]						,       )						,       total=(num_rows // batch_size) + 1 if num_rows % batch_size else num_rows // batch_size						,       unit='''ba'''						,       disable=not logging.is_progress_bar_enabled()						,       desc='''Creating SQL from Arrow format'''						,       ):
                                   written += num_rows

              return written


import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     int = 8				)			->						str:
       SCREAMING_SNAKE_CASE_							:				str		=ascii_letters + digits + punctuation
       return "".join(secrets.choice(UpperCAmelCase_				) for _ in range(UpperCAmelCase_				)				)
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     str			,							UpperCAmelCase_	:     int				)			->						str:
       # Password Generator = full boot with random_number, random_letters, and
       # random_character FUNCTIONS
       # Put your code here...
       i -= len(UpperCAmelCase_				)
       SCREAMING_SNAKE_CASE_							:				Any		=i // 3
       SCREAMING_SNAKE_CASE_							:				Optional[Any]		=i % 3
       # chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
       #     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
       SCREAMING_SNAKE_CASE_							:				int		=(
           chars_incl
           + random(UpperCAmelCase_			,							quotient + remainder				)
           + random(UpperCAmelCase_			,							UpperCAmelCase_				)
           + random(UpperCAmelCase_			,							UpperCAmelCase_				)
       )
       SCREAMING_SNAKE_CASE_							:				Optional[int]		=list(UpperCAmelCase_				)
       shuffle(UpperCAmelCase_				)
       return "".join(UpperCAmelCase_				)

       # random is a generalised function for letters, characters and numbers
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     str			,							UpperCAmelCase_	:     int				)			->						str:
       return "".join(secrets.choice(UpperCAmelCase_				) for _ in range(UpperCAmelCase_				)				)
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     Tuple			,							UpperCAmelCase_	:     Tuple				)			->						Optional[int]:
       pass  # Put your code here...
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     Optional[Any]			,							UpperCAmelCase_	:     Tuple				)			->						Dict:
       pass  # Put your code here...
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     Dict			,							UpperCAmelCase_	:     List[str]				)			->						Optional[int]:
       pass  # Put your code here...
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     str			,							UpperCAmelCase_	:     int = 8				)			->						bool:

       if len(UpperCAmelCase_				) < min_length:
              # Your Password must be at least 8 characters long
              return False

       SCREAMING_SNAKE_CASE_							:				List[str]		=any(char in ascii_uppercase for char in password				)
       SCREAMING_SNAKE_CASE_							:				Union[str, Any]		=any(char in ascii_lowercase for char in password				)
       SCREAMING_SNAKE_CASE_							:				List[Any]		=any(char in digits for char in password				)
       SCREAMING_SNAKE_CASE_							:				str		=any(char in punctuation for char in password				)

       return upper and lower and num and spec_char
       # Passwords should contain UPPERCASE, lowerase
       # numbers, and special characters
def 							SCREAMING_SNAKE_CASE_	(					)			->						Optional[int]:
       SCREAMING_SNAKE_CASE_							:				Any		=int(input('''Please indicate the max length of your password: '''				).strip()				)
       SCREAMING_SNAKE_CASE_							:				Any		=input(
           '''Please indicate the characters that must be in your password: '''				).strip()
       print('''Password generated:'''			,							password_generator(UpperCAmelCase_				)				)
       print(
           '''Alternative Password generated:'''			,							alternative_password_generator(UpperCAmelCase_			,							UpperCAmelCase_				)			,							)
       print('''[If you are thinking of using this passsword, You better save it.]'''				)


if __name__ == "__main__":
 main()
