






"""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 						A_							(      unittest.TestCase  ):







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

										__magic_name__            =     (1, 1_2, 7_6_8)  # batch_size, sequence_length, embedding_vector_dim
										__magic_name__            =     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]]	)

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











"""simple docstring"""

from __future__ import annotations

from random import choice






def _lowerCAmelCase	(  __lowerCamelCase:Optional[int]   ):

						'''simple docstring'''






						return choice(__lowerCamelCase   )






def _lowerCAmelCase	(  __lowerCamelCase:list[int] ,						__lowerCamelCase:int   ):

						'''simple docstring'''






						__magic_name__            =     random_pivot(__lowerCamelCase   )

						# partition based on pivot
						# linear time
						__magic_name__            =     [e for e in lst if e < pivot]
						__magic_name__            =     [e for e in lst if e > pivot]

						# if we get lucky, pivot might be the element we want.
						# we can easily see this:
						# small (elements smaller than k)
						# + pivot (kth element)
						# + big (elements larger than k)
						if len(__lowerCamelCase   ) == k - 1:
												return pivot
						# pivot is in elements bigger than k
						elif len(__lowerCamelCase   ) < k - 1:
												return kth_number(__lowerCamelCase ,						k - len(__lowerCamelCase   ) - 1   )
						# pivot is in elements smaller than k
						else:
												return kth_number(__lowerCamelCase ,						__lowerCamelCase   )


if __name__ == "__main__":
			import doctest

			doctest.testmod()



