





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     lowerCamelCase_	(      lowerCAmelCase:	jnp.array    ,							lowerCAmelCase:	int    ,							lowerCAmelCase:	int				)->		jnp.ndarray:
  _snake_case   :				Dict														=	jnp.zeros_like(lowerCAmelCase				)
  _snake_case   :				Optional[int]														=	shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]				)
  _snake_case   :				Optional[Any]														=	shifted_input_ids.at[:, 0].set(lowerCAmelCase				)

  _snake_case   :				Tuple														=	jnp.where(shifted_input_ids == -1_00    ,							lowerCAmelCase    ,							lowerCAmelCase				)
  return shifted_input_ids



class        _lowerCAmelCase    (			UpperCAmelCase_							):


  '''simple docstring'''
  a_							:       List[str]      					="""mt5"""
  a_							:       Dict      					=MTaConfig




class        _lowerCAmelCase    (			UpperCAmelCase_							):


  '''simple docstring'''
  a_							:       int      					="""mt5"""
  a_							:       Any      					=MTaConfig




class        _lowerCAmelCase    (			UpperCAmelCase_							):


  '''simple docstring'''
  a_							:       Union[str, Any]      					="""mt5"""
  a_							:       int      					=MTaConfig











def     lowerCamelCase_	(      lowerCAmelCase:	bytes				)->		str:
  return "".join([hex(lowerCAmelCase				)[2:].zfill(2				).upper() for byte in list(lowerCAmelCase				)]				)


def     lowerCamelCase_	(      lowerCAmelCase:	str				)->		bytes:
  # Check data validity, following RFC3548
  # https://www.ietf.org/rfc/rfc3548.txt
  if (len(lowerCAmelCase				) % 2) != 0:
    raise ValueError(
        'Base16 encoded data is invalid:\nData does not have an even number of hex digits.'				)
  # Check the character set - the standard base16 alphabet
  # is uppercase according to RFC3548 section 6
  if not set(lowerCAmelCase				) <= set('0123456789ABCDEF'				):
    raise ValueError(
        'Base16 encoded data is invalid:\nData is not uppercase hex or it contains invalid characters.'				)
  # For every two hexadecimal digits (= a byte), turn it into an integer.
  # Then, string the result together into bytes, and return it.
  return bytes(int(data[i] + data[i + 1]    ,							16				) for i in range(0    ,							len(lowerCAmelCase				)    ,							2				)				)


if __name__ == "__main__":
      import doctest

      doctest.testmod()




