



'''simple docstring'''





from __future__ import annotations

import unittest

from transformers import is_tf_available
from transformers.testing_utils import require_sentencepiece, require_tf, require_tokenizers, slow


if is_tf_available():
   import numpy as np
   import tensorflow as tf

   from transformers import TFXLMRobertaModel






@require_tf
@require_sentencepiece
@require_tokenizers
class    lowerCamelCase_       (							unittest.TestCase	):
  """simple docstring"""




  @slow
  def 		_lowercase	(					self :      Tuple  )   ->   Dict:
    __lowerCamelCase			:			Optional[Any]       			=					TFXLMRobertaModel.from_pretrained('jplu/tf-xlm-roberta-base'  )

    __lowerCamelCase			:			List[Any]       			=					{
        'input_ids': tf.convert_to_tensor([[0, 2646, 1_0269, 83, 9_9942, 2]]     ,      dtype=tf.intaa  ),  # "My dog is cute"
        'attention_mask': tf.convert_to_tensor([[1, 1, 1, 1, 1, 1]]     ,      dtype=tf.intaa  ),
    }

    __lowerCamelCase			:			Optional[Any]       			=					model(_a  )['last_hidden_state']
    __lowerCamelCase			:			List[str]       			=					tf.TensorShape((1, 6, 768)  )
    self.assertEqual(output.shape     ,      _a  )
    # compare the actual values for a slice.
    __lowerCamelCase			:			Tuple       			=					tf.convert_to_tensor(
        [
            [
                [0.0681762, 0.10894451, 0.06772504],
                [-0.06423668, 0.02366615, 0.04329344],
                [-0.06057295, 0.09974135, -0.00070584],
            ]
        ]     ,      dtype=tf.floataa     ,      )

    self.assertTrue(np.allclose(output[:, :3, :3].numpy()     ,      expected_slice.numpy()     ,      atol=1e-4  )  )











'''simple docstring'''





import random
from typing import Any

def 			a_	(				_lowerCAmelCase			) -> list[Any]:
  for _ in range(len(_lowerCAmelCase			)			):
    __lowerCamelCase			:			Optional[Any]       			=					random.randint(0			,len(_lowerCAmelCase			) - 1			)
    __lowerCamelCase			:			str       			=					random.randint(0			,len(_lowerCAmelCase			) - 1			)
    __lowerCamelCase			,__lowerCamelCase			:			List[Any]       			=					data[b], data[a]
  return data


if __name__ == "__main__":
   _UpperCamelCase											=		[0, 1, 2, 3, 4, 5, 6, 7]
   _UpperCamelCase											=		['python', 'says', 'hello', '!']
   print('Fisher-Yates Shuffle:')
   print('List', integers, strings)
   print('FY Shuffle', fisher_yates_shuffle(integers), fisher_yates_shuffle(strings))






