

'''simple docstring'''





import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device


if is_torch_available():
							from transformers import AutoModelForSeqaSeqLM, AutoTokenizer





@require_torch
@require_sentencepiece
@require_tokenizers
class 		__SCREAMING_SNAKE_CASE       ( unittest.TestCase			):







				@slow
				def    lowerCamelCase_  (					self    :		Any      ):
										'''simple docstring'''
										lowercase   :       List[str]								=AutoModelForSeqaSeqLM.from_pretrained('''google/mt5-small'''		,				return_dict=_A      ).to(_A      )
										lowercase   :       Dict								=AutoTokenizer.from_pretrained('''google/mt5-small'''      )

										lowercase   :       Tuple								=tokenizer('''Hello there'''		,				return_tensors='''pt'''      ).input_ids
										lowercase   :       Dict								=tokenizer('''Hi I am'''		,				return_tensors='''pt'''      ).input_ids

										lowercase   :       str								=model(input_ids.to(_A      )		,				labels=labels.to(_A      )      ).loss
										lowercase   :       Optional[int]								=-(labels.shape[-1] * loss.item())

										lowercase   :       Dict								=-84.91_27
										self.assertTrue(abs(mtf_score - EXPECTED_SCORE      ) < 1E-4      )








'''simple docstring'''





import warnings

from ...utils import logging
from .image_processing_clip import CLIPImageProcessor


UpperCamelCase_							=					logging.get_logger(__name__)





class 		__SCREAMING_SNAKE_CASE       ( lowercase__			):







				def __init__(					self    :		Union[str, Any]		,				*UpperCAmelCase__    :		Dict		,				**UpperCAmelCase__    :		List[str]      ):
										'''simple docstring'''
										warnings.warn(
										    '''The class CLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers. Please'''
										    ''' use CLIPImageProcessor instead.'''		,				UpperCAmelCase__		,				)
										super().__init__(*UpperCAmelCase__		,				**UpperCAmelCase__      )





