


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 	snake_case_       (unittest.TestCase				):
					@slow
					def 			lowerCamelCase__(				self       :str				) ->   Optional[int]:
												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(__snake_case				)['last_hidden_state']
												a__					=					tf.TensorShape((1, 6, 7_68)				)
												self.assertEqual(output.shape      ,__snake_case				)
												# 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				)				)








snake_case							:	str					      =				{
    0: '''0''',
    1: '''1''',
    2: '''2''',
    3: '''3''',
    4: '''4''',
    5: '''5''',
    6: '''6''',
    7: '''7''',
    8: '''8''',
    9: '''9''',
    10: '''a''',
    11: '''b''',
    12: '''c''',
    13: '''d''',
    14: '''e''',
    15: '''f''',
}






def 							__lowercase       (			__lowerCAmelCase							:    float       ):
							assert type(__lowerCAmelCase       ) in (int, float) and decimal == int(__lowerCAmelCase       )
							a__					=					int(__lowerCAmelCase       )
							a__					=					''
							a__					=					False
							if decimal < 0:
														a__					=					True
														decimal *= -1
							while decimal > 0:
														a__				, a__					=					divmod(__lowerCAmelCase ,   1_6       )
														a__					=					values[remainder] + hexadecimal
							a__					=					'0x' + hexadecimal
							if negative:
														a__					=					'-' + hexadecimal
							return hexadecimal


if __name__ == "__main__":
						import doctest

						doctest.testmod()




