



from .integrations import (
    is_optuna_available,
    is_ray_available,
    is_sigopt_available,
    is_wandb_available,
    run_hp_search_optuna,
    run_hp_search_ray,
    run_hp_search_sigopt,
    run_hp_search_wandb,
)
from .trainer_utils import (
    HPSearchBackend,
    default_hp_space_optuna,
    default_hp_space_ray,
    default_hp_space_sigopt,
    default_hp_space_wandb,
)
from .utils import logging


a__   :					Optional[Any] 						=      logging.get_logger(__name__)



class    UpperCAmelCase__:

   '''simple docstring'''




   A     :	str
   A     :	str												=     None


   @staticmethod
   def       UpperCAmelCase		(    )						->					List[str]:




         """simple docstring"""

         raise NotImplementedError


   def       UpperCAmelCase		(    self	:      List[str]      ,					lowerCAmelCase	:      Tuple      ,					lowerCAmelCase	:      int      ,					lowerCAmelCase	:      str      ,					**lowerCAmelCase	:      Dict)						->					Tuple:




         """simple docstring"""

         raise NotImplementedError


   def       UpperCAmelCase		(    self	:      int      ,					lowerCAmelCase	:      List[str])						->					Union[str, Any]:




         """simple docstring"""

         raise NotImplementedError


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




         """simple docstring"""

         if not self.is_available():
               raise RuntimeError(
                   f'''You picked the {self.name} backend, but it is not installed. Run {self.pip_install()}.''')



   @classmethod
   def       UpperCAmelCase		(    cls	:      Dict)						->					Dict:




         """simple docstring"""

         return f'''`pip install {cls.pip_package or cls.name}`'''



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	int												=     "optuna"


   @staticmethod
   def       UpperCAmelCase		(    )						->					List[Any]:




         """simple docstring"""

         return is_optuna_available()


   def       UpperCAmelCase		(    self	:      Any      ,					lowerCAmelCase	:      Dict      ,					lowerCAmelCase	:      int      ,					lowerCAmelCase	:      str      ,					**lowerCAmelCase	:      Tuple)						->					Optional[Any]:




         """simple docstring"""

         return run_hp_search_optuna(lowerCAmelCase      ,					lowerCAmelCase      ,					lowerCAmelCase      ,					**lowerCAmelCase)



   def       UpperCAmelCase		(    self	:      Optional[int]      ,					lowerCAmelCase	:      List[Any])						->					List[Any]:




         """simple docstring"""

         return default_hp_space_optuna(lowerCAmelCase)



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	str												=     "ray"
   A     :	Any												=     "'ray[tune]'"


   @staticmethod
   def       UpperCAmelCase		(    )						->					Any:




         """simple docstring"""

         return is_ray_available()


   def       UpperCAmelCase		(    self	:      List[Any]      ,					lowerCAmelCase	:      str      ,					lowerCAmelCase	:      int      ,					lowerCAmelCase	:      str      ,					**lowerCAmelCase	:      Tuple)						->					Dict:




         """simple docstring"""

         return run_hp_search_ray(lowerCAmelCase      ,					lowerCAmelCase      ,					lowerCAmelCase      ,					**lowerCAmelCase)



   def       UpperCAmelCase		(    self	:      str      ,					lowerCAmelCase	:      Dict)						->					int:




         """simple docstring"""

         return default_hp_space_ray(lowerCAmelCase)



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	Optional[int]												=     "sigopt"


   @staticmethod
   def       UpperCAmelCase		(    )						->					Optional[int]:




         """simple docstring"""

         return is_sigopt_available()


   def       UpperCAmelCase		(    self	:      Tuple      ,					lowerCAmelCase	:      Optional[Any]      ,					lowerCAmelCase	:      int      ,					lowerCAmelCase	:      str      ,					**lowerCAmelCase	:      List[str])						->					int:




         """simple docstring"""

         return run_hp_search_sigopt(lowerCAmelCase      ,					lowerCAmelCase      ,					lowerCAmelCase      ,					**lowerCAmelCase)



   def       UpperCAmelCase		(    self	:      int      ,					lowerCAmelCase	:      int)						->					Union[str, Any]:




         """simple docstring"""

         return default_hp_space_sigopt(lowerCAmelCase)



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	int												=     "wandb"


   @staticmethod
   def       UpperCAmelCase		(    )						->					List[str]:




         """simple docstring"""

         return is_wandb_available()


   def       UpperCAmelCase		(    self	:      Dict      ,					lowerCAmelCase	:      Any      ,					lowerCAmelCase	:      int      ,					lowerCAmelCase	:      str      ,					**lowerCAmelCase	:      Dict)						->					List[Any]:




         """simple docstring"""

         return run_hp_search_wandb(lowerCAmelCase      ,					lowerCAmelCase      ,					lowerCAmelCase      ,					**lowerCAmelCase)



   def       UpperCAmelCase		(    self	:      Optional[Any]      ,					lowerCAmelCase	:      Dict)						->					List[str]:




         """simple docstring"""

         return default_hp_space_wandb(lowerCAmelCase)
a__   :					Any 						=      {
    HPSearchBackend(backend.name): backend for backend in [OptunaBackend, RayTuneBackend, SigOptBackend, WandbBackend]
}

def 	_lowerCAmelCase (    ):
      lowercase__  =	[backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
      if len(A__						) > 0:
            lowercase__  =	available_backends[0].name
            if len(A__						) > 1:
                  logger.info(
                      F'''{len(A__						)} hyperparameter search backends available. Using {name} as the default.'''						)
            return name
      raise RuntimeError(
          'No hyperparameter search backend available.\n'
          + '\n'.join(
              F''' - To install {backend.name} run {backend.pip_install()}'''
              for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values()						)						)





import unittest

from transformers.models.xlm_prophetnet.tokenization_xlm_prophetnet import SPIECE_UNDERLINE, XLMProphetNetTokenizer
from transformers.testing_utils import get_tests_dir, require_sentencepiece, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


a__   :					List[Any] 						=      get_tests_dir("fixtures/test_sentencepiece.model")



@require_sentencepiece
class    UpperCAmelCase__(				lowerCamelCase  ,				unittest.TestCase						):

   '''simple docstring'''




   A     :	Tuple												=     XLMProphetNetTokenizer
   A     :	List[str]												=     False
   A     :	Union[str, Any]												=     True


   def       UpperCAmelCase		(    self	:      Any)						->					int:




         """simple docstring"""

         super().setUp()

         # We have a SentencePiece fixture for testing
         lowercase__  =	XLMProphetNetTokenizer(lowerCAmelCase      ,					keep_accents=lowerCAmelCase)
         tokenizer.save_pretrained(self.tmpdirname)


   def       UpperCAmelCase		(    self	:      Optional[int])						->					Optional[Any]:




         """simple docstring"""

         lowercase__  =	'[PAD]'
         lowercase__  =	0

         self.assertEqual(self.get_tokenizer()._convert_token_to_id(lowerCAmelCase)      ,					lowerCAmelCase)
         self.assertEqual(self.get_tokenizer()._convert_id_to_token(lowerCAmelCase)      ,					lowerCAmelCase)


   def       UpperCAmelCase		(    self	:      Dict)						->					List[Any]:




         """simple docstring"""

         lowercase__  =	list(self.get_tokenizer().get_vocab().keys())

         self.assertEqual(vocab_keys[0]      ,					'[PAD]')
         self.assertEqual(vocab_keys[1]      ,					'[CLS]')
         self.assertEqual(vocab_keys[-1]      ,					'j')
         self.assertEqual(len(lowerCAmelCase)      ,					10_12)


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




         """simple docstring"""

         self.assertEqual(self.get_tokenizer().vocab_size      ,					10_12)


   def       UpperCAmelCase		(    self	:      Tuple)						->					Optional[int]:




         """simple docstring"""

         lowercase__  =	XLMProphetNetTokenizer(lowerCAmelCase      ,					keep_accents=lowerCAmelCase)

         lowercase__  =	tokenizer.tokenize('This is a test')
         self.assertListEqual(lowerCAmelCase      ,					['▁This', '▁is', '▁a', '▁t', 'est'])

         self.assertListEqual(
             tokenizer.convert_tokens_to_ids(lowerCAmelCase)      ,					[value + tokenizer.fairseq_offset for value in [2_85, 46, 10, 1_70, 3_82]]      ,					)

         lowercase__  =	tokenizer.tokenize('I was born in 92000, and this is falsé.')
         self.assertListEqual(
             lowerCAmelCase      ,					[
                 SPIECE_UNDERLINE + 'I',
                 SPIECE_UNDERLINE + 'was',
                 SPIECE_UNDERLINE + 'b',
                 'or',
                 'n',
                 SPIECE_UNDERLINE + 'in',
                 SPIECE_UNDERLINE + '',
                 '9',
                 '2',
                 '0',
                 '0',
                 '0',
                 ',',
                 SPIECE_UNDERLINE + 'and',
                 SPIECE_UNDERLINE + 'this',
                 SPIECE_UNDERLINE + 'is',
                 SPIECE_UNDERLINE + 'f',
                 'al',
                 's',
                 'é',
                 '.',
             ]      ,					)
         lowercase__  =	tokenizer.convert_tokens_to_ids(lowerCAmelCase)
         self.assertListEqual(
             lowerCAmelCase      ,					[
                 value + tokenizer.fairseq_offset
                 for value in [8, 21, 84, 55, 24, 19, 7, -9, 6_02, 3_47, 3_47, 3_47, 3, 12, 66, 46, 72, 80, 6, -9, 4]
             ]      ,					)

         lowercase__  =	tokenizer.convert_ids_to_tokens(lowerCAmelCase)
         self.assertListEqual(
             lowerCAmelCase      ,					[
                 SPIECE_UNDERLINE + 'I',
                 SPIECE_UNDERLINE + 'was',
                 SPIECE_UNDERLINE + 'b',
                 'or',
                 'n',
                 SPIECE_UNDERLINE + 'in',
                 SPIECE_UNDERLINE + '',
                 '[UNK]',
                 '2',
                 '0',
                 '0',
                 '0',
                 ',',
                 SPIECE_UNDERLINE + 'and',
                 SPIECE_UNDERLINE + 'this',
                 SPIECE_UNDERLINE + 'is',
                 SPIECE_UNDERLINE + 'f',
                 'al',
                 's',
                 '[UNK]',
                 '.',
             ]      ,					)


   @cached_property
   def       UpperCAmelCase		(    self	:      str)						->					List[Any]:




         """simple docstring"""

         return XLMProphetNetTokenizer.from_pretrained('microsoft/xprophetnet-large-wiki100-cased')


   @slow
   def       UpperCAmelCase		(    self	:      List[Any])						->					List[str]:




         """simple docstring"""

         lowercase__  =	'Hello World!'
         lowercase__  =	[3_53_89, 66_72, 49, 2]
         self.assertListEqual(lowerCAmelCase      ,					self.big_tokenizer.encode(lowerCAmelCase))



   @slow
   def       UpperCAmelCase		(    self	:      Tuple)						->					str:




         """simple docstring"""

         lowercase__  =	{'input_ids': [[1_10_73, 8_27_83, 18, 26, 8_27_83, 5_49, 5_15_40, 2_48, 1_72_09, 13_01, 2_17, 20, 21_51_86, 13_25, 1_47, 1_72_09, 13_01, 2_17, 20, 5_63_70, 53, 12_20_20, 20, 1_64_77, 27, 8_73_55, 45_48, 20, 47_28, 7_83_92, 17, 15_99_69, 18, 26, 2_44_91, 6_29, 15, 5_38, 2_27_04, 54_39, 15, 27_88, 2_44_91, 98_85, 15, 4_35_34, 6_05, 15, 8_14, 1_84_03, 3_32_00, 29, 15, 4_35_34, 2_44_58, 1_24_10, 1_11, 2_49_66, 8_36_69, 96_37, 14_40_68, 26, 8_50, 2_23_46, 27, 1_47, 2_49_66, 8_36_69, 8_34_90, 26, 3_91_13, 7_35, 27, 6_89, 6_56, 28_00, 13_39, 46_00, 53, 12_20_20, 11_57_85, 34, 8_16, 13_39, 4_68_87, 18, 1_47, 5_39_05, 19_51, 4_22_38, 4_11_70, 1_77_32, 8_34, 4_36, 15, 2_75_23, 9_87_33, 2_17, 1_47, 55_42, 49_81, 9_30, 1_73_47, 16, 2], [2_00_91, 6_29, 94, 8_27_86, 58, 4_90, 20, 15_28, 84, 5_39_05, 3_44, 8_05_92, 11_01_28, 1_88_22, 52_67, 13_06, 62, 15_25_37, 3_08, 79_97, 4_01, 12_44_27, 5_49, 3_54_42, 2_25, 1_09, 1_50_55, 2_57_48, 1_47, 71_19, 4_37_12, 34, 7_67, 13_53_66, 18, 16, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [5_92, 6_37_84, 11_94_66, 17, 14_78_08, 8_82_14, 18, 6_56, 81, 32, 32_96, 1_02_80, 16, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], 'attention_mask': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
         # fmt: on

         self.tokenizer_integration_test_util(
             expected_encoding=lowerCAmelCase      ,					model_name='microsoft/xprophetnet-large-wiki100-cased'      ,					revision='1acad1643ddd54a44df6a1b797ada8373685d90e'      ,					)
