


import itertools
import string
from collections.abc import Generator, Iterable
def 				UpperCAmelCase_					(							__snake_case     ,						__snake_case						)     ->			Generator[tuple[str, ...], None, None]:







 """simple docstring"""


 _lowercase							      =iter(__snake_case						)
 while True:
  _lowercase							      =tuple(itertools.islice(__snake_case     ,						__snake_case						)						)
  if not chunk:
   return
  yield chunk
def 				UpperCAmelCase_					(							__snake_case						)     ->			str:







 """simple docstring"""


 _lowercase							      =''''''.join([c.upper() for c in dirty if c in string.ascii_letters]						)
 _lowercase							      =''''''

 if len(__snake_case						) < 2:
  return dirty

 for i in range(len(__snake_case						) - 1						):
  clean += dirty[i]

  if dirty[i] == dirty[i + 1]:
   clean += "X"

 clean += dirty[-1]

 if len(__snake_case						) & 1:
  clean += "X"

 return clean
def 				UpperCAmelCase_					(							__snake_case						)     ->			list[str]:







 """simple docstring"""


 _lowercase							      ='''ABCDEFGHIKLMNOPQRSTUVWXYZ'''
 # we're using a list instead of a '2d' array because it makes the math
 # for setting up the table and doing the actual encoding/decoding simpler
 _lowercase							      =[]

 # copy key chars into the table if they are in `alphabet` ignoring duplicates
 for char in key.upper():
  if char not in table and char in alphabet:
   table.append(__snake_case						)

    # fill the rest of the table in with the remaining alphabet chars
 for char in alphabet:
  if char not in table:
   table.append(__snake_case						)

 return table
def 				UpperCAmelCase_					(							__snake_case     ,						__snake_case						)     ->			str:







 """simple docstring"""


 _lowercase							      =generate_table(__snake_case						)
 _lowercase							      =prepare_input(__snake_case						)
 _lowercase							      =''''''

 # https://en.wikipedia.org/wiki/Playfair_cipher#Description
 for chara, chara in chunker(__snake_case     ,						2						):
  _lowercase      ,    _lowercase							      =divmod(table.index(__snake_case						)     ,						5						)
  _lowercase      ,    _lowercase							      =divmod(table.index(__snake_case						)     ,						5						)

  if rowa == rowa:
   ciphertext += table[rowa * 5 + (cola + 1) % 5]
   ciphertext += table[rowa * 5 + (cola + 1) % 5]
  elif cola == cola:
   ciphertext += table[((rowa + 1) % 5) * 5 + cola]
   ciphertext += table[((rowa + 1) % 5) * 5 + cola]
  else:  # rectangle
   ciphertext += table[rowa * 5 + cola]
   ciphertext += table[rowa * 5 + cola]

 return ciphertext



def 				UpperCAmelCase_					(							__snake_case     ,						__snake_case						)     ->			str:







 """simple docstring"""


 _lowercase							      =generate_table(__snake_case						)
 _lowercase							      =''''''

 # https://en.wikipedia.org/wiki/Playfair_cipher#Description
 for chara, chara in chunker(__snake_case     ,						2						):
  _lowercase      ,    _lowercase							      =divmod(table.index(__snake_case						)     ,						5						)
  _lowercase      ,    _lowercase							      =divmod(table.index(__snake_case						)     ,						5						)

  if rowa == rowa:
   plaintext += table[rowa * 5 + (cola - 1) % 5]
   plaintext += table[rowa * 5 + (cola - 1) % 5]
  elif cola == cola:
   plaintext += table[((rowa - 1) % 5) * 5 + cola]
   plaintext += table[((rowa - 1) % 5) * 5 + cola]
  else:  # rectangle
   plaintext += table[rowa * 5 + cola]
   plaintext += table[rowa * 5 + cola]

 return plaintext





"""simple docstring"""







import jax.numpy as jnp

from ...utils import logging
from ..ta.modeling_flax_ta import FlaxTaEncoderModel, FlaxTaForConditionalGeneration, FlaxTaModel
from .configuration_mta import MTaConfig


lowerCAmelCase__      				=   logging.get_logger(__name__)

lowerCAmelCase__      				=   '''T5Config'''
def 					a__			(				SCREAMING_SNAKE_CASE    :    jnp.array				,      SCREAMING_SNAKE_CASE    :    int				,      SCREAMING_SNAKE_CASE    :    int				):


  '''simple docstring'''







  lowerCAmelCase     :     List[str]								=							jnp.zeros_like(SCREAMING_SNAKE_CASE				)
  lowerCAmelCase     :     Optional[int]								=							shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]				)
  lowerCAmelCase     :     List[str]								=							shifted_input_ids.at[:, 0].set(SCREAMING_SNAKE_CASE				)

  lowerCAmelCase     :     str								=							jnp.where(shifted_input_ids == -1_0_0				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
  return shifted_input_ids


class       SCREAMING_SNAKE_CASE__				(		lowercase				):
       """simple docstring"""


       a  :				List[Any]   ="mt5"
       a  :				Tuple   =MTaConfig


class       SCREAMING_SNAKE_CASE__				(		lowercase				):
       """simple docstring"""


       a  :				Union[str, Any]   ="mt5"
       a  :				Optional[Any]   =MTaConfig


class       SCREAMING_SNAKE_CASE__				(		lowercase				):
       """simple docstring"""


       a  :				str   ="mt5"
       a  :				Dict   =MTaConfig





