


'''simple docstring'''

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
)
a_						:       Any      			=				logging.getLogger(__name__)

if __name__ == "__main__":
     a_						:       Any      			=				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=30522, type=int)
     a_						:       Optional[Any]      			=				parser.parse_args()

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

     logger.info("""Counting occurrences for MLM.""")
     a_						:       Optional[int]      			=				Counter()
     for tk_ids in data:
          counter.update(tk_ids)
     a_						:       str      			=				[0] * args.vocab_size
     for k, v in counter.items():
          a_						:       str      			=				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 collections.abc import Sequence





def __snake_case      (   UpperCAmelCase_		:		Sequence[int] | None = None	):
 if nums is None or not nums:
  raise ValueError("Input sequence should not be empty"	)

 lowerCamelCase_  				=						nums[0]
 for i in range(1      ,       len(UpperCAmelCase_	)	):
  lowerCamelCase_  				=						nums[i]
  lowerCamelCase_  				=						max(UpperCAmelCase_      ,       ans + num      ,       UpperCAmelCase_	)

 return ans


if __name__ == "__main__":
     import doctest

     doctest.testmod()

     # Try on a sample input from the user
     a_						:       Any      			=				int(input("""Enter number of elements : """).strip())
     a_						:       Union[str, Any]      			=				list(map(int, input("""\nEnter the numbers : """).strip().split()))[:n]
     print(max_subsequence_sum(array))



