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    A_ (       unittest.TestCase ):

  @slow
  def 		_UpperCAmelCase   (		self :      List[str] ):
   __a       =  TFXLMRobertaModel.from_pretrained("jplu/tf-xlm-roberta-base" )

   __a       =  {
       """input_ids""": tf.convert_to_tensor([[0, 26_46, 1_02_69, 83, 9_99_42, 2]]     ,							dtype=tf.intaa ),  # "My dog is cute"
       """attention_mask""": tf.convert_to_tensor([[1, 1, 1, 1, 1, 1]]     ,							dtype=tf.intaa ),
   }

   __a       =  model(_lowercase )["""last_hidden_state"""]
   __a       =  tf.TensorShape((1, 6, 7_68) )
   self.assertEqual(output.shape     ,							_lowercase )
   # compare the actual values for a slice.
   __a       =  tf.convert_to_tensor(
       [
           [
               [0.0_68_17_62, 0.10_89_44_51, 0.06_77_25_04],
               [-0.06_42_36_68, 0.02_36_66_15, 0.04_32_93_44],
               [-0.06_05_72_95, 0.09_97_41_35, -0.00_07_05_84],
           ]
       ]     ,							dtype=tf.floataa     ,							)

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



# Function to print upper half of diamond (pyramid)



def   __A		(			_A					):



 """simple docstring"""


 for i in range(0							,				_A					):
  for _ in range(0							,				n - i - 1					):  # printing spaces
   print(" "							,				end=""					)
  for _ in range(0							,				i + 1					):  # printing stars
   print("* "							,				end=""					)
  print()



def   __A		(			_A					):



 """simple docstring"""


 for i in range(_A							,				0							,				-1					):
  for _ in range(_A							,				0							,				-1					):  # printing stars
   print("* "							,				end=""					)
  print()
  for _ in range(n - i + 1							,				0							,				-1					):  # printing spaces
   print(" "							,				end=""					)



def   __A		(			_A					):



 """simple docstring"""


 if n <= 0:
  print("       ...       ....        nothing printing :("					)
  return
 floyd(_A					)  # upper half
 reverse_floyd(_A					)  # lower half


if __name__ == "__main__":
  print(R"""| /\ | |- |  |-  |--| |\  /| |-""")
  print(R"""|/  \| |- |_ |_  |__| | \/ | |_""")
  SCREAMING_SNAKE_CASE :	Tuple							     =		1
  while K:
    SCREAMING_SNAKE_CASE :	Tuple							     =		int(input("""enter the number and , and see the magic : """))
    print()
    pretty_print(user_number)
    SCREAMING_SNAKE_CASE :	Optional[int]							     =		int(input("""press 0 to exit... and 1 to continue..."""))

  print("""Good Bye...""")


