





import jax.numpy as jnp

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


_UpperCAmelCase       =				logging.get_logger(__name__)

_UpperCAmelCase       =				"T5Config"






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

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






class   snake_case_							(						A__		):
  A_     				=       'mt5'
  A_     				=       MTaConfig






class   snake_case_							(						A__		):
  A_     				=       'mt5'
  A_     				=       MTaConfig






class   snake_case_							(						A__		):
  A_     				=       'mt5'
  A_     				=       MTaConfig


"""simple docstring"""




import numpy as np

def 						A							(  snake_case__     ):




			'''simple docstring'''


			return (2 / (1 + np.exp(-2 * vector     ))) - 1


if __name__ == "__main__":
						import doctest

						doctest.testmod()


