import jax.numpy as jnp

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


lowerCamelCase     :							List[Any]    =logging.get_logger(__name__)

lowerCamelCase     :							List[str]    ='''T5Config'''







def 		SCREAMING_SNAKE_CASE							( __lowerCAmelCase ,   __lowerCAmelCase ,   __lowerCAmelCase      )			->     jnp.ndarray:
     UpperCamelCase__      :       Any	    =  jnp.zeros_like(__lowerCAmelCase      )
     UpperCamelCase__      :       List[str]	    =  shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]      )
     UpperCamelCase__      :       str	    =  shifted_input_ids.at[:, 0].set(__lowerCAmelCase      )

     UpperCamelCase__      :       Any	    =  jnp.where(shifted_input_ids == -100 ,   __lowerCAmelCase ,   __lowerCAmelCase      )
     return shifted_input_ids





class       __a  (   A__	):
 _lowerCAmelCase	:	int				=			'''mt5'''
 _lowerCAmelCase	:	Any				=			MTaConfig







class       __a  (   A__	):
 _lowerCAmelCase	:	Optional[Any]				=			'''mt5'''
 _lowerCAmelCase	:	Tuple				=			MTaConfig







class       __a  (   A__	):
 _lowerCAmelCase	:	int				=			'''mt5'''
 _lowerCAmelCase	:	str				=			MTaConfig







from __future__ import annotations







def 		SCREAMING_SNAKE_CASE							( __lowerCAmelCase ,   __lowerCAmelCase      )			->     bool:
     if len(__lowerCAmelCase      ) == 0:
          return False
     UpperCamelCase__      :       Any	    =  len(__lowerCAmelCase      ) // 2
     if a_list[midpoint] == item:
          return True
     if item < a_list[midpoint]:
          return binary_search(a_list[:midpoint] ,   __lowerCAmelCase      )
     else:
          return binary_search(a_list[midpoint + 1 :] ,   __lowerCAmelCase      )


if __name__ == "__main__":
 lowerCamelCase     :							Any    =input('''Enter numbers separated by comma:\n''').strip()
 lowerCamelCase     :							Dict    =[int(item.strip()) for item in user_input.split(''',''')]
 lowerCamelCase     :							List[str]    =int(input('''Enter the number to be found in the list:\n''').strip())
 lowerCamelCase     :							Union[str, Any]    ='''''' if binary_search(sequence, target) else '''not '''
 print(F"""{target} was {not_str}found in {sequence}""")