





'''simple docstring'''


import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin

class    lowerCAmelCase_		(		unittest.TestCase						,UpperCAmelCase_		):




	def 							_snake_case   (	self		)    ->							Union[str, Any]:
					_lowerCAmelCase				=      load_tool("text-classification"		)
					self.tool.setup()
					_lowerCAmelCase				=      load_tool("text-classification"			,     remote=_lowercase		)




	def 							_snake_case   (	self		)    ->							Optional[Any]:
					_lowerCAmelCase				=      self.tool("That\'s quite cool"			,     ["positive", "negative"]		)
					self.assertEqual(_lowercase			,     "positive"		)




	def 							_snake_case   (	self		)    ->							Any:
					_lowerCAmelCase				=      self.remote_tool("That\'s quite cool"			,     ["positive", "negative"]		)
					self.assertEqual(_lowercase			,     "positive"		)




	def 							_snake_case   (	self		)    ->							Optional[int]:
					_lowerCAmelCase				=      self.tool(text="That\'s quite cool"			,     labels=["positive", "negative"]		)
					self.assertEqual(_lowercase			,     "positive"		)





	def 							_snake_case   (	self		)    ->							Optional[int]:
					_lowerCAmelCase				=      self.remote_tool(text="That\'s quite cool"			,     labels=["positive", "negative"]		)
					self.assertEqual(_lowercase			,     "positive"		)









'''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


