
import inspect

from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
							import jax
@require_flax
class      A__       :





							def       a__			(			self  :       Union[str, Any]    )						->		int:



											"""simple docstring"""


											__lowercase		, __lowercase								= self.prepare_init_args_and_inputs_for_common()

											__lowercase								= self.model_class(**__SCREAMING_SNAKE_CASE    )
											__lowercase								= model.init(inputs_dict['prng_key']					,			inputs_dict['sample']    )
											jax.lax.stop_gradient(__SCREAMING_SNAKE_CASE    )

											__lowercase								= model.apply(__SCREAMING_SNAKE_CASE					,			inputs_dict['sample']    )

											if isinstance(__SCREAMING_SNAKE_CASE					,			__SCREAMING_SNAKE_CASE    ):
															__lowercase								= output.sample

											self.assertIsNotNone(__SCREAMING_SNAKE_CASE    )
											__lowercase								= inputs_dict['sample'].shape
											self.assertEqual(output.shape					,			__SCREAMING_SNAKE_CASE					,			'Input and output shapes do not match'    )





							def       a__			(			self  :       Dict    )						->		Tuple:



											"""simple docstring"""


											__lowercase		, __lowercase								= self.prepare_init_args_and_inputs_for_common()

											__lowercase								= 16
											__lowercase								= (16, 32)

											__lowercase								= self.model_class(**__SCREAMING_SNAKE_CASE    )
											__lowercase								= model.init(inputs_dict['prng_key']					,			inputs_dict['sample']    )
											jax.lax.stop_gradient(__SCREAMING_SNAKE_CASE    )

											__lowercase								= model.apply(__SCREAMING_SNAKE_CASE					,			inputs_dict['sample']    )

											if isinstance(__SCREAMING_SNAKE_CASE					,			__SCREAMING_SNAKE_CASE    ):
															__lowercase								= output.sample

											self.assertIsNotNone(__SCREAMING_SNAKE_CASE    )
											__lowercase								= inputs_dict['sample'].shape
											self.assertEqual(output.shape					,			__SCREAMING_SNAKE_CASE					,			'Input and output shapes do not match'    )





							def       a__			(			self  :       List[str]    )						->		str:



											"""simple docstring"""


											__lowercase								= 'kwargs' in inspect.signature(self.model_class.__init__    ).parameters
											__lowercase								= len(self.model_class._deprecated_kwargs    ) > 0

											if has_kwarg_in_model_class and not has_deprecated_kwarg:
															raise ValueError(
															    f"""{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs"""
															    ' under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are'
															    ' no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ='
															    ' [<deprecated_argument>]`'    )

											if not has_kwarg_in_model_class and has_deprecated_kwarg:
															raise ValueError(
															    f"""{self.model_class} doesn\'t have `**kwargs` in its __init__ method but has defined deprecated kwargs"""
															    ' under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to'
															    f""" {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument"""
															    ' from `_deprecated_kwargs = [<deprecated_argument>]`'    )







import unittest

from transformers import load_tool
from transformers.tools.agent_types import AGENT_TYPE_MAPPING

from .test_tools_common import ToolTesterMixin, output_types
class      A__       (						unittest.TestCase   ,						lowerCAmelCase__    ):





							def       a__			(			self  :       Any    )						->		Dict:



											"""simple docstring"""


											__lowercase								= load_tool('translation'    )
											self.tool.setup()
											__lowercase								= load_tool('translation'					,			remote=_UpperCAmelCase    )





							def       a__			(			self  :       int    )						->		Optional[Any]:



											"""simple docstring"""


											__lowercase								= self.tool('Hey, what\'s up?'					,			src_lang='English'					,			tgt_lang='French'    )
											self.assertEqual(_UpperCAmelCase					,			'- Hé, comment ça va?'    )





							def       a__			(			self  :       Tuple    )						->		Optional[int]:



											"""simple docstring"""


											__lowercase								= self.remote_tool('Hey, what\'s up?'					,			src_lang='English'					,			tgt_lang='French'    )
											self.assertEqual(_UpperCAmelCase					,			'- Hé, comment ça va?'    )





							def       a__			(			self  :       Union[str, Any]    )						->		Tuple:



											"""simple docstring"""


											__lowercase								= self.tool(text='Hey, what\'s up?'					,			src_lang='English'					,			tgt_lang='French'    )
											self.assertEqual(_UpperCAmelCase					,			'- Hé, comment ça va?'    )





							def       a__			(			self  :       Tuple    )						->		Optional[Any]:



											"""simple docstring"""


											__lowercase								= self.remote_tool(text='Hey, what\'s up?'					,			src_lang='English'					,			tgt_lang='French'    )
											self.assertEqual(_UpperCAmelCase					,			'- Hé, comment ça va?'    )





							def       a__			(			self  :       List[Any]    )						->		int:



											"""simple docstring"""


											__lowercase								= ['Hey, what\'s up?', 'English', 'Spanish']
											__lowercase								= self.tool(*_UpperCAmelCase    )

											# There is a single output
											if len(self.tool.outputs    ) == 1:
															__lowercase								= [outputs]

											self.assertListEqual(output_types(_UpperCAmelCase    )					,			self.tool.outputs    )





							def       a__			(			self  :       List[str]    )						->		Any:



											"""simple docstring"""


											__lowercase								= ['Hey, what\'s up?', 'English', 'Spanish']
											__lowercase								= self.tool(*_UpperCAmelCase    )

											if not isinstance(_UpperCAmelCase					,			_UpperCAmelCase    ):
															__lowercase								= [outputs]

											self.assertEqual(len(_UpperCAmelCase    )					,			len(self.tool.outputs    )    )

											for output, output_type in zip(_UpperCAmelCase					,			self.tool.outputs    ):
															__lowercase								= AGENT_TYPE_MAPPING[output_type]
															self.assertTrue(isinstance(_UpperCAmelCase					,			_UpperCAmelCase    )    )





							def       a__			(			self  :       Tuple    )						->		List[Any]:



											"""simple docstring"""


											__lowercase								= ['Hey, what\'s up?', 'English', 'Spanish']

											__lowercase								= []

											for _input, input_type in zip(_UpperCAmelCase					,			self.tool.inputs    ):
															if isinstance(_UpperCAmelCase					,			_UpperCAmelCase    ):
																			_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input    ) for _input_type in input_type]    )
															else:
																			_inputs.append(AGENT_TYPE_MAPPING[input_type](_input    )    )

        # Should not raise an error
											__lowercase								= self.tool(*_UpperCAmelCase    )

											if not isinstance(_UpperCAmelCase					,			_UpperCAmelCase    ):
															__lowercase								= [outputs]

											self.assertEqual(len(_UpperCAmelCase    )					,			len(self.tool.outputs    )    )





