



'''simple docstring'''







from collections import Counter
import datasets
import transformers
from transformers.convert_slow_tokenizer import SLOW_TO_FAST_CONVERTERS

from transformers.utils import logging

logging.set_verbosity_info()

SCREAMING_SNAKE_CASE__     : Optional[int]				=   {
    name: (getattr(transformers, name), getattr(transformers, name + """Fast""")) for name in SLOW_TO_FAST_CONVERTERS
}

SCREAMING_SNAKE_CASE__     : List[str]				=   datasets.load_dataset("""xnli""", split="""test+validation""")

SCREAMING_SNAKE_CASE__     : Optional[int]				=   0
SCREAMING_SNAKE_CASE__     : int				=   0
SCREAMING_SNAKE_CASE__     : Union[str, Any]				=   0
SCREAMING_SNAKE_CASE__     : Tuple				=   0







def  SCREAMING_SNAKE_CASE__ (				SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE     ):
		if spm_diff == list(reversed(lowerCAmelCase__     )     ):
				# AAA -> AA+A vs A+AA case.
				return True
		elif len(lowerCAmelCase__     ) == len(lowerCAmelCase__     ) and fast.decode(lowerCAmelCase__     ) == fast.decode(lowerCAmelCase__     ):
				# Second order OK
				# Barrich -> Barr + ich vs Bar + rich
				return True
		SCREAMING_SNAKE_CASE_						:Optional[int]										=      slow.encode(slow.decode(lowerCAmelCase__     )     )
		SCREAMING_SNAKE_CASE_						:List[str]										=      fast.encode(fast.decode(lowerCAmelCase__     )     )
		if spm_reencoded != spm_diff and spm_reencoded == tok_reencoded:
				# Type 3 error.
				# Snehagatha ->
				#       Sne, h, aga, th, a
				#       Sne, ha, gat, ha
				# Encoding the wrong with sp does not even recover what spm gave us
				# It fits tokenizer however...
				return True
		return False







def  SCREAMING_SNAKE_CASE__ (				SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE     ):
		SCREAMING_SNAKE_CASE_						:int										=      fast.encode_plus(lowerCAmelCase__     )[0]
		SCREAMING_SNAKE_CASE_						:Union[str, Any]										=      enc.offsets
		SCREAMING_SNAKE_CASE_						,		SCREAMING_SNAKE_CASE_						:Optional[Any]										=      offsets[idx], offsets[idx - 1]
		if curr is not None and line[curr[0] : curr[1]] == "\u200f":
				return True
		if prev is not None and line[prev[0] : prev[1]] == "\u200f":
				return True







def  SCREAMING_SNAKE_CASE__ (				SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE     ):
		# Encoding can be the same with same result AAA -> A + AA vs AA + A
		# We can check that we use at least exactly the same number of tokens.
		for i, (spm_id, tok_id) in enumerate(zip(lowerCAmelCase__ ,		lowerCAmelCase__     )     ):
				if spm_id != tok_id:
						break
		SCREAMING_SNAKE_CASE_						:Optional[Any]										=      i
		for i, (spm_id, tok_id) in enumerate(zip(reversed(lowerCAmelCase__     ) ,		reversed(lowerCAmelCase__     )     )     ):
				if spm_id != tok_id:
						break
		SCREAMING_SNAKE_CASE_						:Union[str, Any]										=      len(lowerCAmelCase__     ) - i

		SCREAMING_SNAKE_CASE_						:List[Any]										=      spm_ids[first:last]
		SCREAMING_SNAKE_CASE_						:Optional[int]										=      tok_ids[first:last]

		if check_diff(lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__     ):
				return True

		if check_LTR_mark(lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__     ):
				return True

		if last - first > 5:
				# We might have twice a single problem, attempt to subdivide the disjointed tokens into smaller problems
				SCREAMING_SNAKE_CASE_						:Optional[Any]										=      Counter(spm_ids[first:last]     )
				SCREAMING_SNAKE_CASE_						:int										=      Counter(tok_ids[first:last]     )

				SCREAMING_SNAKE_CASE_						:Any										=      {spm_ for (spm_, si) in spms.items() if toks.get(spm_ ,		0     ) == si}
				SCREAMING_SNAKE_CASE_						:Any										=      3
				for i in range(last - first - min_width     ):
						if all(spm_ids[first + i + j] in removable_tokens for j in range(lowerCAmelCase__     )     ):
								SCREAMING_SNAKE_CASE_						:Optional[Any]										=      [
								    k
								    for k in range(last - first - min_width     )
								    if tok_ids[first + k : first + k + min_width] == spm_ids[first + i : first + i + min_width]
								]
								for j in possible_matches:
										if check_diff(spm_ids[first : first + i] ,		tok_ids[first : first + j] ,		lowerCAmelCase__ ,		lowerCAmelCase__     ) and check_details(
										    lowerCAmelCase__ ,		spm_ids[first + i : last] ,		tok_ids[first + j : last] ,		lowerCAmelCase__ ,		lowerCAmelCase__ ,		):
												return True

		print(F'Spm: {[fast.decode([spm_ids[i]]     ) for i in range(lowerCAmelCase__ ,		lowerCAmelCase__     )]}'     )
		try:
				print(F'Tok: {[fast.decode([tok_ids[i]]     ) for i in range(lowerCAmelCase__ ,		lowerCAmelCase__     )]}'     )
		except Exception:
				pass

		SCREAMING_SNAKE_CASE_						:Any										=      fast.decode(spm_ids[:first]     )
		SCREAMING_SNAKE_CASE_						:Dict										=      fast.decode(spm_ids[last:]     )
		SCREAMING_SNAKE_CASE_						:Tuple										=      fast.decode(spm_ids[first:last]     )
		print()
		print(lowerCAmelCase__     )
		return False







def  SCREAMING_SNAKE_CASE__ (				SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE     ):
		global perfect
		global imperfect
		global wrong
		global total

		SCREAMING_SNAKE_CASE_						:Dict										=      slow.encode(lowerCAmelCase__     )
		SCREAMING_SNAKE_CASE_						:Optional[Any]										=      fast.encode(lowerCAmelCase__     )

		SCREAMING_SNAKE_CASE_						:Tuple										=      False
		total += 1

		if slow_ids != fast_ids:
				if check_details(lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__     ):
						SCREAMING_SNAKE_CASE_						:List[Any]										=      True
						imperfect += 1
				else:
						wrong += 1
		else:
				perfect += 1

		if total % 1_0000 == 0:
				print(F'({perfect} / {imperfect} / {wrong} ----- {perfect + imperfect + wrong})'     )

		if skip_assert:
				return

		assert (
		    slow_ids == fast_ids
		), F'line {text} : \n\n{slow_ids}\n{fast_ids}\n\n{slow.tokenize(lowerCAmelCase__     )}\n{fast.tokenize(lowerCAmelCase__     )}'







def  SCREAMING_SNAKE_CASE__ (				SCREAMING_SNAKE_CASE ,		SCREAMING_SNAKE_CASE     ):
		global batch_total
		for i in range(len(lowerCAmelCase__     )     ):
				# premise, all languages
				for text in dataset[i]["premise"].values():
						test_string(lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__     )

				# hypothesis, all languages
				for text in dataset[i]["hypothesis"]["translation"]:
						test_string(lowerCAmelCase__ ,		lowerCAmelCase__ ,		lowerCAmelCase__     )


if __name__ == "__main__":
							for name, (slow_class, fast_class) in TOKENIZER_CLASSES.items():
														SCREAMING_SNAKE_CASE__     : Tuple				=   list(slow_class.max_model_input_sizes.keys())
														for checkpoint in checkpoint_names:
																					SCREAMING_SNAKE_CASE__     : Optional[Any]				=   0
																					SCREAMING_SNAKE_CASE__     : List[Any]				=   0
																					SCREAMING_SNAKE_CASE__     : List[Any]				=   0
																					SCREAMING_SNAKE_CASE__     : Optional[int]				=   0

																					print(f"""========================== Checking {name}: {checkpoint} ==========================""")
																					SCREAMING_SNAKE_CASE__     : List[Any]				=   slow_class.from_pretrained(checkpoint, force_download=True)
																					SCREAMING_SNAKE_CASE__     : Union[str, Any]				=   fast_class.from_pretrained(checkpoint, force_download=True)
																					test_tokenizer(slow, fast)
																					print(f"""Accuracy {perfect * 1_00 / total:.2f}""")

import random
import sys

from . import cryptomath_module as cryptomath

lowerCAmelCase__      		=					(
    r' !"#$%&\'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`'
    r'abcdefghijklmnopqrstuvwxyz{|}~'
)






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__      ,    lowerCAmelCase__      ):
       if mode == "encrypt":
              if key_a == 1:
                     sys.exit(
                         'The affine cipher becomes weak when key '
                         'A is set to 1. Choose different key'      )
              if key_b == 0:
                     sys.exit(
                         'The affine cipher becomes weak when key '
                         'B is set to 0. Choose different key'      )
       if key_a < 0 or key_b < 0 or key_b > len(lowerCAmelCase__      ) - 1:
              sys.exit(
                  'Key A must be greater than 0 and key B must '
                  F"""be between 0 and {len(lowerCAmelCase__      ) - 1}."""      )
       if cryptomath.gcd(lowerCAmelCase__      ,    len(lowerCAmelCase__      )      ) != 1:
              sys.exit(
                  F"""Key A {key_a} and the symbol set size {len(lowerCAmelCase__      )} """
                  'are not relatively prime. Choose a different key.'      )






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__      ):
       lowerCAmelCase__      ,   lowerCAmelCase__	      =   divmod(lowerCAmelCase__      ,    len(lowerCAmelCase__      )      )
       check_keys(lowerCAmelCase__      ,    lowerCAmelCase__      ,    'encrypt'      )
       lowerCAmelCase__	      =   ''
       for symbol in message:
              if symbol in SYMBOLS:
                     lowerCAmelCase__	      =   SYMBOLS.find(lowerCAmelCase__      )
                     cipher_text += SYMBOLS[(sym_index * key_a + key_b) % len(lowerCAmelCase__      )]
              else:
                     cipher_text += symbol
       return cipher_text






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__      ):
       lowerCAmelCase__      ,   lowerCAmelCase__	      =   divmod(lowerCAmelCase__      ,    len(lowerCAmelCase__      )      )
       check_keys(lowerCAmelCase__      ,    lowerCAmelCase__      ,    'decrypt'      )
       lowerCAmelCase__	      =   ''
       lowerCAmelCase__	      =   cryptomath.find_mod_inverse(lowerCAmelCase__      ,    len(lowerCAmelCase__      )      )
       for symbol in message:
              if symbol in SYMBOLS:
                     lowerCAmelCase__	      =   SYMBOLS.find(lowerCAmelCase__      )
                     plain_text += SYMBOLS[
                         (sym_index - key_b) * mod_inverse_of_key_a % len(lowerCAmelCase__      )
                     ]
              else:
                     plain_text += symbol
       return plain_text






def  __lowerCamelCase						(		):
       while True:
              lowerCAmelCase__	      =   random.randint(2      ,    len(lowerCAmelCase__      )      )
              lowerCAmelCase__	      =   random.randint(2      ,    len(lowerCAmelCase__      )      )
              if cryptomath.gcd(lowerCAmelCase__      ,    len(lowerCAmelCase__      )      ) == 1 and key_b % len(lowerCAmelCase__      ) != 0:
                     return key_b * len(lowerCAmelCase__      ) + key_b






def  __lowerCamelCase						(		):
       lowerCAmelCase__	      =   input('Enter message: '      ).strip()
       lowerCAmelCase__	      =   int(input('Enter key [2000 - 9000]: '      ).strip()      )
       lowerCAmelCase__	      =   input('Encrypt/Decrypt [E/D]: '      ).strip().lower()

       if mode.startswith('e'      ):
              lowerCAmelCase__	      =   'encrypt'
              lowerCAmelCase__	      =   encrypt_message(lowerCAmelCase__      ,    lowerCAmelCase__      )
       elif mode.startswith('d'      ):
              lowerCAmelCase__	      =   'decrypt'
              lowerCAmelCase__	      =   decrypt_message(lowerCAmelCase__      ,    lowerCAmelCase__      )
       print(F"""\n{mode.title()}ed text: \n{translated}"""      )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
    # main()
