





"""simple docstring"""




def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					str					, _lowercase		:					int      )				->str:






	'''simple docstring'''






	a   :	list[list[str]]			=       [[] for _ in range(_lowercase      )]
	a   :	Dict			=       key - 1

	if key <= 0:
		raise ValueError("Height of grid can't be 0 or negative"      )
	if key == 1 or len(_lowercase      ) <= key:
		return input_string

	for position, character in enumerate(_lowercase      ):
		a   :	str			=       position % (lowest * 2)  # puts it in bounds
		a   :	Optional[Any]			=       min(_lowercase					, lowest * 2 - num      )  # creates zigzag pattern
		temp_grid[num].append(_lowercase      )
	a   :	Optional[int]			=       ["".join(_lowercase      ) for row in temp_grid]
	a   :	str			=       "".join(_lowercase      )

	return output_string






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					str					, _lowercase		:					int      )				->str:






	'''simple docstring'''






	a   :	str			=       []
	a   :	Dict			=       key - 1

	if key <= 0:
		raise ValueError("Height of grid can't be 0 or negative"      )
	if key == 1:
		return input_string

	a   :	list[list[str]]			=       [[] for _ in range(_lowercase      )]  # generates template
	for position in range(len(_lowercase      )      ):
		a   :	Any			=       position % (lowest * 2)  # puts it in bounds
		a   :	Any			=       min(_lowercase					, lowest * 2 - num      )  # creates zigzag pattern
		temp_grid[num].append("*"      )

	a   :	List[str]			=       0
	for row in temp_grid:  # fills in the characters
		a   :	Union[str, Any]			=       input_string[counter : counter + len(_lowercase      )]
		grid.append(list(_lowercase      )      )
		counter += len(_lowercase      )

	a   :	Union[str, Any]			=       ""  # reads as zigzag
	for position in range(len(_lowercase      )      ):
		a   :	Tuple			=       position % (lowest * 2)  # puts it in bounds
		a   :	str			=       min(_lowercase					, lowest * 2 - num      )  # creates zigzag pattern
		output_string += grid[num][0]
		grid[num].pop(0      )
	return output_string






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					str      )				->dict[int, str]:






	'''simple docstring'''






	a   :	Optional[Any]			=       {}
	for key_guess in range(1					, len(_lowercase      )      ):  # tries every key
		a   :	int			=       decrypt(_lowercase					, _lowercase      )
	return results


if __name__ == "__main__":
		import doctest

		doctest.testmod()









"""simple docstring"""




import multiprocessing
import time

from arguments import PretokenizationArguments
from datasets import load_dataset

from transformers import AutoTokenizer, HfArgumentParser






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					List[str]      )				->int:






	'''simple docstring'''






	a   :	int			=       {}
	a   :	Union[str, Any]			=       tokenizer(example["content"]					, truncation=_lowercase      )["input_ids"]
	a   :	Any			=       len(example["content"]      ) / len(output["input_ids"]      )
	return output


a		:				int  			=    HfArgumentParser(PretokenizationArguments)
a		:				Optional[int]  			=    parser.parse_args()
if args.num_workers is None:
		a		:				Tuple  			=    multiprocessing.cpu_count()
a		:				Optional[int]  			=    AutoTokenizer.from_pretrained(args.tokenizer_dir)

a		:				Dict  			=    time.time()
a		:				Tuple  			=    load_dataset(args.dataset_name, split='''train''')
print(F'''Dataset loaded in {time.time()-t_start:.2f}s''')

a		:				Dict  			=    time.time()
a		:				Tuple  			=    ds.map(
    tokenize,
    num_proc=args.num_workers,
    remove_columns=[
        '''repo_name''',
        '''path''',
        '''copies''',
        '''size''',
        '''content''',
        '''license''',
        '''hash''',
        '''line_mean''',
        '''line_max''',
        '''alpha_frac''',
        '''autogenerated''',
    ],
)
print(F'''Dataset tokenized in {time.time()-t_start:.2f}s''')

a		:				Tuple  			=    time.time()
ds.push_to_hub(args.tokenized_data_repo)







print(F'''Data pushed to the hub in {time.time()-t_start:.2f}s''')


