
"""simple docstring"""

import multiprocessing
import time

from arguments import PretokenizationArguments
from datasets import load_dataset

from transformers import AutoTokenizer, HfArgumentParser




def     lowercase__						(					lowerCAmelCase				:					List[str] ) ->      str:






    """simple docstring"""




    UpperCAmelCase									=					{}
    UpperCAmelCase									=					tokenizer(example['content'] ,				truncation=lowerCAmelCase )['input_ids']
    UpperCAmelCase									=					len(example['content'] ) / len(output['input_ids'] )
    return output


SCREAMING_SNAKE_CASE_    					=						HfArgumentParser(PretokenizationArguments)
SCREAMING_SNAKE_CASE_    					=						parser.parse_args()
if args.num_workers is None:
   SCREAMING_SNAKE_CASE_    					=						multiprocessing.cpu_count()
SCREAMING_SNAKE_CASE_    					=						AutoTokenizer.from_pretrained(args.tokenizer_dir)

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

SCREAMING_SNAKE_CASE_    					=						time.time()
SCREAMING_SNAKE_CASE_    					=						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')

SCREAMING_SNAKE_CASE_    					=						time.time()
ds.push_to_hub(args.tokenized_data_repo)







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





"""simple docstring"""

def     lowercase__						(					lowerCAmelCase				:					int ,				lowerCAmelCase				:					int ) ->      int:






    """simple docstring"""




    return int((input_a, input_a).count(0 ) == 0 )




def     lowercase__						(					) ->      None:






    """simple docstring"""




    assert and_gate(0 ,				0 ) == 0
    assert and_gate(0 ,				1 ) == 0
    assert and_gate(1 ,				0 ) == 0
    assert and_gate(1 ,				1 ) == 1


if __name__ == "__main__":
   test_and_gate()
   print(and_gate(1, 0))
   print(and_gate(0, 0))
   print(and_gate(0, 1))
   print(and_gate(1, 1))



