





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 			UpperCAmelCase_       (		self:			str					):
          '''simple docstring'''


          UpperCamelCase__:	Union[str, Any]					=     FlaxXLMRobertaModel.from_pretrained("xlm-roberta-base"					)
          UpperCamelCase__:	str					=     AutoTokenizer.from_pretrained("xlm-roberta-base"					)
          UpperCamelCase__:	Any					=     "The dog is cute and lives in the garden house"
          UpperCamelCase__:	int					=     jnp.array([tokenizer.encode(__lowerCamelCase					)]					)

          UpperCamelCase__:	List[str]					=     (1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
          UpperCamelCase__:	List[Any]					=     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__:	Optional[int]					=     model(__lowerCamelCase					)["last_hidden_state"]
          self.assertEqual(output.shape	,    __lowerCamelCase					)
          # compare the actual values for a slice of last dim
          self.assertTrue(jnp.allclose(output[:, :, -1]	,    __lowerCamelCase	,    atol=1e-3					)					)








import math



def 				lowerCAmelCase_ (							A_    ,A_):
    UpperCamelCase__:	Dict					=     len(A_)
    UpperCamelCase__:	Optional[Any]					=     int(math.floor(math.sqrt(A_)))
    UpperCamelCase__:	Union[str, Any]					=     0
    while arr[min(A_    ,A_) - 1] < x:
        UpperCamelCase__:	Any					=     step
        step += int(math.floor(math.sqrt(A_)))
        if prev >= n:
            return -1

    while arr[prev] < x:
        UpperCamelCase__:	Dict					=     prev + 1
        if prev == min(A_    ,A_):
            return -1
    if arr[prev] == x:
        return prev
    return -1


if __name__ == "__main__":
   A__:    Tuple  	=	input('''Enter numbers separated by a comma:\n''').strip()
   A__:    List[Any]  	=	[int(item) for item in user_input.split(''',''')]
   A__:    int  	=	int(input('''Enter the number to be searched:\n'''))
   A__:    Any  	=	jump_search(arr, x)
   if res == -1:
      print('''Number not found!''')
   else:
      print(f"Number {x} is at index {res}")

