



"""simple docstring"""
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 				lowerCamelCase  (			unittest.TestCase				):






					'''simple docstring'''





					@slow
					def    lowerCAmelCase_				(       self:							Optional[int]						)   ->	int:
											snake_case_ :Optional[int]						=			FlaxXLMRobertaModel.from_pretrained("""xlm-roberta-base"""						)
											snake_case_ :List[Any]						=			AutoTokenizer.from_pretrained("""xlm-roberta-base"""						)
											snake_case_ :Dict						=			"""The dog is cute and lives in the garden house"""
											snake_case_ :Dict						=			jnp.array([tokenizer.encode(snake_case						)]						)

											snake_case_ :Optional[Any]						=			(1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
											snake_case_ :Optional[Any]						=			jnp.array(
											    [[-0.0_1_0_1, 0.1_2_1_8, -0.0_8_0_3, 0.0_8_0_1, 0.1_3_2_7, 0.0_7_7_6, -0.1_2_1_5, 0.2_3_8_3, 0.3_3_3_8, 0.3_1_0_6, 0.0_3_0_0, 0.0_2_5_2]]						)

											snake_case_ :List[Any]						=			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						)						)

def       _snake_case	(   lowerCAmelCase							:   int	):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		Tuple				      =    int(lowerCAmelCase	)
		if decimal in (0, 1):  # Exit cases for the recursion
				return str(lowerCAmelCase	)
		SCREAMING_SNAKE_CASE_      ,    SCREAMING_SNAKE_CASE_  :		Dict				      =    divmod(lowerCAmelCase   , 2	)
		return binary_recursive(lowerCAmelCase	) + str(lowerCAmelCase	)




def       _snake_case	(   lowerCAmelCase							:   str	):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		str				      =    str(lowerCAmelCase	).strip()
		if not number:
				raise ValueError("No input value was provided"	)
		SCREAMING_SNAKE_CASE_  :		List[str]				      =    "-" if number.startswith("-"	) else ""
		SCREAMING_SNAKE_CASE_  :		Optional[Any]				      =    number.lstrip("-"	)
		if not number.isnumeric():
				raise ValueError("Input value is not an integer"	)
		return f'{negative}0b{binary_recursive(int(lowerCAmelCase	)	)}'


if __name__ == "__main__":
		from doctest import testmod

		testmod()
