


'''simple docstring'''



import unittest

from transformers import AutoTokenizer, is_flax_available
from transformers.testing_utils import require_flax, require_sentencepiece, require_tokenizers, slow


if is_flax_available():
      import jax.numpy as jnp

      from transformers import FlaxXLMRobertaModel



@require_sentencepiece
@require_tokenizers
@require_flax
class 			a       (	unittest.TestCase ):


     """simple docstring"""






     @slow
     def 				lowerCamelCase__				(       self  :	List[str]    )		->							Tuple:
          __UpperCAmelCase			:				Union[str, Any]													=    FlaxXLMRobertaModel.from_pretrained('''xlm-roberta-base'''    )
          __UpperCAmelCase			:				Optional[Any]													=    AutoTokenizer.from_pretrained('''xlm-roberta-base'''    )
          __UpperCAmelCase			:				int													=    '''The dog is cute and lives in the garden house'''
          __UpperCAmelCase			:				Optional[Any]													=    jnp.array([tokenizer.encode(snake_case    )]    )

          __UpperCAmelCase			:				Dict													=    (1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
          __UpperCAmelCase			:				Dict													=    jnp.array(
              [[-0.0_101, 0.1_218, -0.0_803, 0.0_801, 0.1_327, 0.0_776, -0.1_215, 0.2_383, 0.3_338, 0.3_106, 0.0_300, 0.0_252]]    )

          __UpperCAmelCase			:				str													=    model(snake_case    )['''last_hidden_state''']
          self.assertEqual(output.shape							,				snake_case    )
          # compare the actual values for a slice of last dim
          self.assertTrue(jnp.allclose(output[:, :, -1]							,				snake_case							,				atol=1E-3    )    )



'''simple docstring'''



def 			_a			(		_lowercase      :			List[str]						):





     '''simple docstring'''






     __UpperCAmelCase			:				int													=    len(_lowercase						)
     while cur > 1:
          # Find the maximum number in arr
          __UpperCAmelCase			:				Union[str, Any]													=    arr.index(max(arr[0:cur]						)						)
          # Reverse from 0 to mi
          __UpperCAmelCase			:				Any													=    arr[mi::-1] + arr[mi + 1 : len(_lowercase						)]
          # Reverse whole list
          __UpperCAmelCase			:				List[str]													=    arr[cur - 1 :: -1] + arr[cur : len(_lowercase						)]
          cur -= 1
     return arr


if __name__ == "__main__":
      __UpperCAmelCase    :Any				       =     input("Enter numbers separated by a comma:\n").strip()
      __UpperCAmelCase    :Optional[int]				       =     [int(item) for item in user_input.split(",")]
      print(pancake_sort(unsorted))