


"""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):


     """simple docstring"""

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

           lowerCamelCase					:					Tuple        =	(1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
           lowerCamelCase					:					List[str]        =	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]]	)

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








"""simple docstring"""


from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available


__lowerCamelCase      :str	    =		{}

try:
    if not is_sentencepiece_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __lowerCamelCase      :Optional[Any]	    =		['GPTSw3Tokenizer']


if TYPE_CHECKING:
    try:
        if not is_sentencepiece_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .tokenization_gpt_swa import GPTSwaTokenizer

else:
    import sys

    __lowerCamelCase      :Tuple	    =		_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)




