




import argparse
import logging
import pickle
from collections import Counter


logging.basicConfig(
    format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", datefmt="%m/%d/%Y %H:%M:%S", level=logging.INFO
)
SCREAMING_SNAKE_CASE    =	logging.getLogger(__name__)

if __name__ == "__main__":
      SCREAMING_SNAKE_CASE    =	argparse.ArgumentParser(
          description="Token Counts for smoothing the masking probabilities in MLM (cf XLM/word2vec)"
      )
      parser.add_argument(
          "--data_file", type=str, default="data/dump.bert-base-uncased.pickle", help="The binarized dataset."
      )
      parser.add_argument(
          "--token_counts_dump", type=str, default="data/token_counts.bert-base-uncased.pickle", help="The dump file."
      )
      parser.add_argument("--vocab_size", default=3_0522, type=int)
      SCREAMING_SNAKE_CASE    =	parser.parse_args()

      logger.info(f'Loading data from {args.data_file}')
      with open(args.data_file, "rb") as fp:
            SCREAMING_SNAKE_CASE    =	pickle.load(fp)

      logger.info("Counting occurrences for MLM.")
      SCREAMING_SNAKE_CASE    =	Counter()
      for tk_ids in data:
            counter.update(tk_ids)
      SCREAMING_SNAKE_CASE    =	[0] * args.vocab_size
      for k, v in counter.items():
            SCREAMING_SNAKE_CASE    =	v

      logger.info(f'Dump to {args.token_counts_dump}')
      with open(args.token_counts_dump, "wb") as handle:
            pickle.dump(counts, handle, protocol=pickle.HIGHEST_PROTOCOL)











"""simple docstring"""



from argparse import ArgumentParser

from .env import EnvironmentCommand







def   _SCREAMING_SNAKE_CASE       (							)						->		List[Any]:
 A__	=    ArgumentParser("Diffusers CLI tool"      ,			usage="diffusers-cli <command> [<args>]"						)
 A__	=    parser.add_subparsers(help="diffusers-cli command helpers"						)

 # Register commands
 EnvironmentCommand.register_subcommand(lowercase_						)

 # Let's go
 A__	=    parser.parse_args()

 if not hasattr(lowercase_      ,			"func"						):
  parser.print_help()
  exit(1						)

 # Run
 A__	=    args.func(lowercase_						)
 service.run()


if __name__ == "__main__":
      main()





