


import warnings

from ...utils import is_sklearn_available, requires_backends


if is_sklearn_available():
						from scipy.stats import pearsonr, spearmanr
						from sklearn.metrics import fa_score, matthews_corrcoef


__lowerCAmelCase	: str  				=(
    'This metric will be removed from the library soon, metrics should be handled with the 🤗 Evaluate '
    'library. You can have a look at this example script for pointers: '
    'https://github.com/huggingface/transformers/blob/main/examples/pytorch/text-classification/run_glue.py'
)


def        _UpperCamelCase							(      lowercase__    ,       lowercase__      ):
						warnings.warn(lowercase__    ,       lowercase__      )
						requires_backends(lowercase__    ,       '''sklearn'''      )
						return (preds == labels).mean()


def        _UpperCamelCase							(      lowercase__    ,       lowercase__      ):
						warnings.warn(lowercase__    ,       lowercase__      )
						requires_backends(lowercase__    ,       '''sklearn'''      )
						__SCREAMING_SNAKE_CASE						:     str					=		simple_accuracy(lowercase__    ,       lowercase__      )
						__SCREAMING_SNAKE_CASE						:     Dict					=		fa_score(y_true=lowercase__    ,       y_pred=lowercase__      )
						return {
						    "acc": acc,
						    "f1": fa,
						    "acc_and_f1": (acc + fa) / 2,
						}


def        _UpperCamelCase							(      lowercase__    ,       lowercase__      ):
						warnings.warn(lowercase__    ,       lowercase__      )
						requires_backends(lowercase__    ,       '''sklearn'''      )
						__SCREAMING_SNAKE_CASE						:     List[str]					=		pearsonr(lowercase__    ,       lowercase__      )[0]
						__SCREAMING_SNAKE_CASE						:     Union[str, Any]					=		spearmanr(lowercase__    ,       lowercase__      )[0]
						return {
						    "pearson": pearson_corr,
						    "spearmanr": spearman_corr,
						    "corr": (pearson_corr + spearman_corr) / 2,
						}


def        _UpperCamelCase							(      lowercase__    ,       lowercase__    ,       lowercase__      ):
						warnings.warn(lowercase__    ,       lowercase__      )
						requires_backends(lowercase__    ,       '''sklearn'''      )
						assert len(lowercase__      ) == len(lowercase__      ), F'''Predictions and labels have mismatched lengths {len(lowercase__      )} and {len(lowercase__      )}'''
						if task_name == "cola":
												return {"mcc": matthews_corrcoef(lowercase__    ,       lowercase__      )}
						elif task_name == "sst-2":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "mrpc":
												return acc_and_fa(lowercase__    ,       lowercase__      )
						elif task_name == "sts-b":
												return pearson_and_spearman(lowercase__    ,       lowercase__      )
						elif task_name == "qqp":
												return acc_and_fa(lowercase__    ,       lowercase__      )
						elif task_name == "mnli":
												return {"mnli/acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "mnli-mm":
												return {"mnli-mm/acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "qnli":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "rte":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "wnli":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						elif task_name == "hans":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						else:
												raise KeyError(lowercase__      )


def        _UpperCamelCase							(      lowercase__    ,       lowercase__    ,       lowercase__      ):
						warnings.warn(lowercase__    ,       lowercase__      )
						requires_backends(lowercase__    ,       '''sklearn'''      )
						if len(lowercase__      ) != len(lowercase__      ):
												raise ValueError(F'''Predictions and labels have mismatched lengths {len(lowercase__      )} and {len(lowercase__      )}'''      )
						if task_name == "xnli":
												return {"acc": simple_accuracy(lowercase__    ,       lowercase__      )}
						else:
												raise KeyError(lowercase__      )








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

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

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

							__lowercase					:							Tuple			=   any(char in ascii_uppercase for char in password					)
							__lowercase					:							Union[str, Any]			=   any(char in ascii_lowercase for char in password					)
							__lowercase					:							Dict			=   any(char in digits for char in password					)
							__lowercase					:							Tuple			=   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 					snake_case_						(   ):
							__lowercase					:							Union[str, Any]			=   int(input("""Please indicate the max length of your password: """					).strip()					)
							__lowercase					:							List[str]			=   input(
							    """Please indicate the characters that must be in your password: """					).strip()
							print("""Password generated:"""				,				password_generator(lowerCAmelCase_					)					)
							print(
							    """Alternative Password generated:"""				,				alternative_password_generator(lowerCAmelCase_				,				lowerCAmelCase_					)				,				)
							print("""[If you are thinking of using this passsword, You better save it.]"""					)


if __name__ == "__main__":
	main()