


'''simple docstring'''
import multiprocessing
import time

from arguments import PretokenizationArguments
from datasets import load_dataset

from transformers import AutoTokenizer, HfArgumentParser


def       a				(      __a       )  ->     Optional[int]:



					'''simple docstring'''






					UpperCamelCase__       :Optional[int]							 =			{}
					UpperCamelCase__       :List[Any]							 =			tokenizer(example['''content''']			, truncation=__a       )['''input_ids''']
					UpperCamelCase__       :str							 =			len(example['''content''']       ) / len(output['''input_ids''']       )
					return output


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

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

__snake_case											=					time.time()
__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""")

__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'''
from argparse import ArgumentParser

from .env import EnvironmentCommand


def       a				(      )  ->     Union[str, Any]:



					'''simple docstring'''






					UpperCamelCase__       :Union[str, Any]							 =			ArgumentParser('''Diffusers CLI tool'''			, usage='''diffusers-cli <command> [<args>]'''       )
					UpperCamelCase__       :Union[str, Any]							 =			parser.add_subparsers(help='''diffusers-cli command helpers'''       )

					# Register commands
					EnvironmentCommand.register_subcommand(__a       )

					# Let's go
					UpperCamelCase__       :Optional[int]							 =			parser.parse_args()

					if not hasattr(__a			, '''func'''       ):
										parser.print_help()
										exit(1       )

					# Run
					UpperCamelCase__       :Optional[int]							 =			args.func(__a       )
					service.run()


if __name__ == "__main__":
		main()