





'''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 			lowercase				(							unittest.TestCase     ):



						"""simple docstring"""

						@slow
						def 		__UpperCAmelCase       (    self			:		str					):





										'''simple docstring'''







										_snake_case :			Dict  						=   FlaxXLMRobertaModel.from_pretrained('xlm-roberta-base'					)
										_snake_case :			Optional[int]  						=   AutoTokenizer.from_pretrained('xlm-roberta-base'					)
										_snake_case :			Union[str, Any]  						=   'The dog is cute and lives in the garden house'
										_snake_case :			Union[str, Any]  						=   jnp.array([tokenizer.encode(__lowerCAmelCase					)]					)

										_snake_case :			Optional[int]  						=   (1, 12, 7_68)  # batch_size, sequence_length, embedding_vector_dim
										_snake_case :			Union[str, Any]  						=   jnp.array(
										    [[-0.0101, 0.1218, -0.0803, 0.0801, 0.1327, 0.0776, -0.1215, 0.2383, 0.3338, 0.3106, 0.0300, 0.0252]]					)

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













import itertools
import math

def       A__(		__lowerCAmelCase ):

				if 1 < number < 4:
								# 2 and 3 are primes
								return True
				elif number < 2 or number % 2 == 0 or number % 3 == 0:
								# Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
								return False

				# All primes number are in format of 6k +/- 1
				for i in range(5	,			int(math.sqrt(__lowerCAmelCase ) + 1 )	,			6 ):
								if number % i == 0 or number % (i + 2) == 0:
												return False
				return True

def       A__(		):
				_snake_case :			Optional[Any]  						=   2
				while True:
								if is_prime(__lowerCAmelCase ):
												yield num
								num += 1

def       A__(		__lowerCAmelCase = 1_00_01 ):
				return next(itertools.islice(prime_generator()	,			nth - 1	,			__lowerCAmelCase ) )


if __name__ == "__main__":
		print(F'''{solution() = }''')






