




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 TFCamembertModel







@require_tf
@require_sentencepiece
@require_tokenizers
class 				lowerCAmelCase_       (					unittest.TestCase							):






				@slow
				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Optional[Any]					  =      TFCamembertModel.from_pretrained('jplu/tf-camembert-base' )

							SCREAMING_SNAKE_CASE_   : List[Any]					  =      tf.convert_to_tensor(
							    [[5, 121, 11, 660, 16, 730, 25543, 110, 83, 6]]      ,dtype=tf.intaa      ,)  # J'aime le camembert !"

							SCREAMING_SNAKE_CASE_   : int					  =      model(snake_case__ )['last_hidden_state']
							SCREAMING_SNAKE_CASE_   : List[str]					  =      tf.TensorShape((1, 10, 768) )
							self.assertEqual(output.shape      ,snake_case__ )
							# compare the actual values for a slice.
							SCREAMING_SNAKE_CASE_   : Optional[int]					  =      tf.convert_to_tensor(
							    [[[-0.0254, 0.0235, 0.1027], [0.0606, -0.1811, -0.0418], [-0.1561, -0.1127, 0.2687]]]      ,dtype=tf.floataa      ,)
							# camembert = torch.hub.load('pytorch/fairseq', 'camembert.v0')
							# camembert.eval()
							# expected_slice = roberta.model.forward(input_ids)[0][:, :3, :3].detach()

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







'''simple docstring'''

def _SCREAMING_SNAKE_CASE (A			)			->			bool:






       """simple docstring"""







       lowercase__      =					[int(A			) for i in ip_va_address.split('''.'''			) if i.isdigit()]
       return len(A			) == 4 and all(0 <= int(A			) <= 254 for octet in octets			)


if __name__ == "__main__":
 lowerCamelCase				:  Optional[Any]    		=      input().strip()
 lowerCamelCase				:  Union[str, Any]    		=      'valid' if is_ip_va_address_valid(ip) else 'invalid'
 print(f"""{ip} is a {valid_or_invalid} IP v4 address.""")




