


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 	snake_case_       (unittest.TestCase				):
					@slow
					def 			lowerCamelCase__(				self       :List[Any]				) ->   Optional[int]:
												a__					=					FlaxXLMRobertaModel.from_pretrained('xlm-roberta-base'				)
												a__					=					AutoTokenizer.from_pretrained('xlm-roberta-base'				)
												a__					=					'The dog is cute and lives in the garden house'
												a__					=					jnp.array([tokenizer.encode(__snake_case				)]				)

												a__					=					(1, 12, 7_68)  # batch_size, sequence_length, embedding_vector_dim
												a__					=					jnp.array(
												    [[-0.01_01, 0.12_18, -0.08_03, 0.08_01, 0.13_27, 0.07_76, -0.12_15, 0.23_83, 0.33_38, 0.31_06, 0.03_00, 0.02_52]]				)

												a__					=					model(__snake_case				)['last_hidden_state']
												self.assertEqual(output.shape      ,__snake_case				)
												# compare the actual values for a slice of last dim
												self.assertTrue(jnp.allclose(output[:, :, -1]      ,__snake_case      ,atol=1E-3				)				)








from __future__ import annotations






def 							__lowercase       (			__lowerCAmelCase							:    List[Any] ,   __lowerCAmelCase							:    Optional[Any] ,   __lowerCAmelCase							:    str ,   __lowerCAmelCase							:    List[str]       ):  # noqa: E741
							while r - l > 1:
														a__					=					(l + r) // 2
														if v[m] >= key:
																					a__					=					m
														else:
																					a__					=					m  # noqa: E741
							return r






def 							__lowercase       (			__lowerCAmelCase							:    list[int]       ):
							if len(__lowerCAmelCase       ) == 0:
														return 0

							a__					=					[0] * len(__lowerCAmelCase       )
							a__					=					1

							a__					=					v[0]

							for i in range(1 ,   len(__lowerCAmelCase       )       ):
														if v[i] < tail[0]:
																					a__					=					v[i]
														elif v[i] > tail[length - 1]:
																					a__					=					v[i]
																					length += 1
														else:
																					a__					=					v[i]

							return length


if __name__ == "__main__":
						import doctest

						doctest.testmod()




