


'''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    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Optional[Any]							 =			FlaxXLMRobertaModel.from_pretrained('''xlm-roberta-base'''							)
							UpperCamelCase__       :Tuple							 =			AutoTokenizer.from_pretrained('''xlm-roberta-base'''							)
							UpperCamelCase__       :Any							 =			'''The dog is cute and lives in the garden house'''
							UpperCamelCase__       :Any							 =			jnp.array([tokenizer.encode(UpperCamelCase_							)]							)

							UpperCamelCase__       :Any							 =			(1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
							UpperCamelCase__       :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]]							)

							UpperCamelCase__       :Any							 =			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 argparse import ArgumentParser

from .env import EnvironmentCommand


def       a				(      )  ->     Union[str, Any]:



					'''simple docstring'''






					UpperCamelCase__       :Union[str, Any]							 =			ArgumentParser('''Diffusers CLI tool'''			, usage='''diffusers-cli <command> [<args>]'''       )
					UpperCamelCase__       :Union[str, Any]							 =			parser.add_subparsers(help='''diffusers-cli command helpers'''       )

					# Register commands
					EnvironmentCommand.register_subcommand(__a       )

					# Let's go
					UpperCamelCase__       :Optional[int]							 =			parser.parse_args()

					if not hasattr(__a			, '''func'''       ):
										parser.print_help()
										exit(1       )

					# Run
					UpperCamelCase__       :Optional[int]							 =			args.func(__a       )
					service.run()


if __name__ == "__main__":
		main()