





'''simple docstring'''


from __future__ import annotations


def 	__a(SCREAMING_SNAKE_CASE_  :					list		,       SCREAMING_SNAKE_CASE_  :					int | None = None		,       SCREAMING_SNAKE_CASE_  :					int | None = None    ):



				'''simple docstring'''





				if start is None:
								_lowerCAmelCase				=      0

				if end is None:
								_lowerCAmelCase				=      len(SCREAMING_SNAKE_CASE_    ) - 1

				if start >= end:
								return

				_lowerCAmelCase				=      (start + end) // 2

				slowsort(SCREAMING_SNAKE_CASE_		,       SCREAMING_SNAKE_CASE_		,       SCREAMING_SNAKE_CASE_    )
				slowsort(SCREAMING_SNAKE_CASE_		,       mid + 1		,       SCREAMING_SNAKE_CASE_    )

				if sequence[end] < sequence[mid]:
								_lowerCAmelCase			,			_lowerCAmelCase				=      sequence[mid], sequence[end]

				slowsort(SCREAMING_SNAKE_CASE_		,       SCREAMING_SNAKE_CASE_		,       end - 1    )


if __name__ == "__main__":
							from doctest import testmod

							testmod()









'''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


_SCREAMING_SNAKE_CASE	 =							logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE	 =							"T5Config"


def 	__a(SCREAMING_SNAKE_CASE_  :					jnp.array		,       SCREAMING_SNAKE_CASE_  :					int		,       SCREAMING_SNAKE_CASE_  :					int    ):



    '''simple docstring'''





    _lowerCAmelCase				=      jnp.zeros_like(SCREAMING_SNAKE_CASE_    )
    _lowerCAmelCase				=      shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]    )
    _lowerCAmelCase				=      shifted_input_ids.at[:, 0].set(SCREAMING_SNAKE_CASE_    )

    _lowerCAmelCase				=      jnp.where(shifted_input_ids == -100		,       SCREAMING_SNAKE_CASE_		,       SCREAMING_SNAKE_CASE_    )
    return shifted_input_ids

class    lowerCAmelCase_		(		__magic_name__		):
 __lowerCamelCase						:							List[str]         =					"mt5"
 __lowerCamelCase						:							Any         =					MTaConfig







class    lowerCAmelCase_		(		__magic_name__		):
 __lowerCamelCase						:							List[str]         =					"mt5"
 __lowerCamelCase						:							Dict         =					MTaConfig







class    lowerCAmelCase_		(		__magic_name__		):
 __lowerCamelCase						:							Optional[Any]         =					"mt5"
 __lowerCamelCase						:							str         =					MTaConfig


