
'''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
)
lowercase    :							Union[str, Any]      =					logging.getLogger(__name__)

if __name__ == "__main__":
					lowercase    :							Optional[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=3_0522, type=int)
					lowercase    :							str      =					parser.parse_args()

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

					logger.info("Counting occurrences for MLM.")
					lowercase    :							Dict      =					Counter()
					for tk_ids in data:
										counter.update(tk_ids)
					lowercase    :							Optional[Any]      =					[0] * args.vocab_size
					for k, v in counter.items():
										lowercase    :							Optional[int]      =					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 __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

lowercase    :							str      =					(
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
lowercase    :							list[int]      =					[ord(letter) for letter in string.ascii_lowercase]
lowercase    :							set[int]      =					{ord(char) for char in VALID_CHARS}

lowercase    :							list[str]      =					["the", "be", "to", "of", "and", "in", "that", "have"]







def 				SCREAMING_SNAKE_CASE__	(   __A			,				__A	)       ->	str | None:
	_snake_case   						=		""
	_snake_case   						=		42
	_snake_case   						=		42
	_snake_case   						=		42

	for keychar, cipherchar in zip(cycle(__A	)			,				__A	):
		_snake_case   						=		cipherchar ^ keychar
		if decodedchar not in VALID_INTS:
			return None
		decoded += chr(__A	)

	return decoded







def 				SCREAMING_SNAKE_CASE__	(   __A	)       ->	list[str]:
	_snake_case   						=		[]
	for key in product(__A			,				repeat=3	):
		_snake_case   						=		try_key(__A			,				__A	)
		if encoded is not None:
			possibles.append(__A	)
	return possibles







def 				SCREAMING_SNAKE_CASE__	(   __A			,				__A	)       ->	list[str]:
	return [possible for possible in possibles if common_word in possible.lower()]







def 				SCREAMING_SNAKE_CASE__	(   __A = "p059_cipher.txt"	)       ->	int:
	_snake_case   						=		42
	_snake_case   						=		42
	_snake_case   						=		42
	_snake_case   						=		42
	_snake_case   						=		Path(__A	).parent.joinpath(__A	).read_text(encoding='utf-8'	)

	_snake_case   						=		[int(__A	) for number in data.strip().split(','	)]

	_snake_case   						=		filter_valid_chars(__A	)
	for common_word in COMMON_WORDS:
		_snake_case   						=		filter_common_word(__A			,				__A	)
		if len(__A	) == 1:
			break

	_snake_case   						=		possibles[0]
	return sum(ord(__A	) for char in decoded_text	)


if __name__ == "__main__":
					print(F'''{solution() = }''')

