
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   _lowercase						(       unittest.TestCase				):


     '''simple docstring'''





     @slow
     def  lowerCAmelCase__       (      self  )->					List[Any]:
          UpperCAmelCase__							: List[Any] 							=						FlaxXLMRobertaModel.from_pretrained("xlm-roberta-base"  )
          UpperCAmelCase__							: Optional[Any] 							=						AutoTokenizer.from_pretrained("xlm-roberta-base"  )
          UpperCAmelCase__							: str 							=						"The dog is cute and lives in the garden house"
          UpperCAmelCase__							: str 							=						jnp.array([tokenizer.encode(__UpperCamelCase  )]  )

          UpperCAmelCase__							: Optional[Any] 							=						(1, 12, 7_68)  # batch_size, sequence_length, embedding_vector_dim
          UpperCAmelCase__							: Union[str, Any] 							=						jnp.array(
              [[-0.0101, 0.1218, -0.0803, 0.0801, 0.1327, 0.0776, -0.1215, 0.2383, 0.3338, 0.3106, 0.0300, 0.0252]]  )

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





"""simple docstring"""




import math



def 							a__ (				lowerCAmelCase	:       int		):






     '''simple docstring'''

     if 1 < number < 4:
          # 2 and 3 are primes
          return True
     elif number < 2 or number % 2 == 0 or number % 3 == 0:
          # Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
          return False

     # All primes number are in format of 6k +/- 1
     for i in range(5       ,    int(math.sqrt(lowerCAmelCase		) + 1		)       ,    6		):
          if number % i == 0 or number % (i + 2) == 0:
               return False
     return True



def 							a__ (				lowerCAmelCase	:       int = 1_0001		):






     '''simple docstring'''

     try:
          UpperCAmelCase__							: List[str] 							=						int(lowerCAmelCase		)
     except (TypeError, ValueError):
          raise TypeError("Parameter nth must be int or castable to int."		) from None
     if nth <= 0:
          raise ValueError("Parameter nth must be greater than or equal to one."		)
     UpperCAmelCase__							: list[int] 							=						[]
     UpperCAmelCase__							: str 							=						2
     while len(lowerCAmelCase		) < nth:
          if is_prime(lowerCAmelCase		):
               primes.append(lowerCAmelCase		)
               num += 1
          else:
               num += 1
     return primes[len(lowerCAmelCase		) - 1]


if __name__ == "__main__":
    print(f"""{solution() = }""")



