






'''simple docstring'''




import json
import os
import tempfile
import unittest

from transformers.modelcard import ModelCard

class      _UpperCAmelCase    (  unittest.TestCase		):




			"""simple docstring"""

			def 		lowerCAmelCase				(	self				:			Dict	):





									'''simple docstring'''





									_A      =			{
									    '''model_details''': {
									        '''Organization''': '''testing''',
									        '''Model date''': '''today''',
									        '''Model version''': '''v2.1, Developed by Test Corp in 2019.''',
									        '''Architecture''': '''Convolutional Neural Network.''',
									    },
									    '''metrics''': '''BLEU and ROUGE-1''',
									    '''evaluation_data''': {
									        '''Datasets''': {'''BLEU''': '''My-great-dataset-v1''', '''ROUGE-1''': '''My-short-dataset-v2.1'''},
									        '''Preprocessing''': '''See details on https://arxiv.org/pdf/1810.03993.pdf''',
									    },
									    '''training_data''': {
									        '''Dataset''': '''English Wikipedia dump dated 2018-12-01''',
									        '''Preprocessing''': (
									            '''Using SentencePiece vocabulary of size 52k tokens. See details on'''
									            ''' https://arxiv.org/pdf/1810.03993.pdf'''
									        ),
									    },
									    '''quantitative_analyses''': {'''BLEU''': 55.1, '''ROUGE-1''': 76},
									}

			def 		lowerCAmelCase				(	self				:			List[str]	):





									'''simple docstring'''





									_A      =			ModelCard.from_dict(self.inputs_dict	)
									self.assertTrue(hasattr(_snake_case   ,   "model_details"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "intended_use"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "factors"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "metrics"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "evaluation_data"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "training_data"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "quantitative_analyses"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "ethical_considerations"	)	)
									self.assertTrue(hasattr(_snake_case   ,   "caveats_and_recommendations"	)	)

			def 		lowerCAmelCase				(	self				:			Tuple	):





									'''simple docstring'''





									_A      =			ModelCard.from_dict(self.inputs_dict	)
									_A      =			json.loads(modelcard.to_json_string()	)
									for key, value in self.inputs_dict.items():
															self.assertEqual(obj[key]   ,   _snake_case	)

			def 		lowerCAmelCase				(	self				:			Optional[Any]	):





									'''simple docstring'''





									_A      =			ModelCard.from_dict(self.inputs_dict	)

									with tempfile.TemporaryDirectory() as tmpdirname:
															_A      =			os.path.join(_snake_case   ,   "modelcard.json"	)
															model_card_first.to_json_file(_snake_case	)
															_A      =			ModelCard.from_json_file(_snake_case	)

									self.assertEqual(model_card_second.to_dict()   ,   model_card_first.to_dict()	)

			def 		lowerCAmelCase				(	self				:			int	):





									'''simple docstring'''





									_A      =			ModelCard.from_dict(self.inputs_dict	)

									with tempfile.TemporaryDirectory() as tmpdirname:
															model_card_first.save_pretrained(_snake_case	)
															_A      =			ModelCard.from_pretrained(_snake_case	)

									self.assertEqual(model_card_second.to_dict()   ,   model_card_first.to_dict()	)













'''simple docstring'''




def       __lowercase		(    __lowercase ) ->		int:

      '''simple docstring'''


      _A      =			str(__lowercase ).strip()
      if not bin_string:
            raise ValueError("Empty string was passed to the function" )
      _A      =			bin_string[0] == "-"
      if is_negative:
            _A      =			bin_string[1:]
      if not all(char in "01" for char in bin_string ):
            raise ValueError("Non-binary value was passed to the function" )
      _A      =			0
      for char in bin_string:
            _A      =			2 * decimal_number + int(__lowercase )
      return -decimal_number if is_negative else decimal_number


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

    testmod()





