






"""simple docstring"""


import copy
import re






class 						snake_case  :
    __magic_name__   					=					'''hp'''
    __magic_name__   					=					{}
    __magic_name__   					=					None





    @classmethod
    def     lowerCamelCase__				(							cls     : Dict    ,		A     : Any    ,		A     : Tuple      ):


      '''simple docstring'''




      a					:      Tuple    =       prefix
      a					:      Any    =       defaults
      cls.build_naming_info()





    @staticmethod
    def     lowerCamelCase__				(							A     : str    ,		A     : List[str]      ):


      '''simple docstring'''




      if len(A      ) == 0:
        return ""
      a					:      Optional[int]    =       None
      if any(char.isdigit() for char in word      ):
        raise Exception(F'''Parameters should not contain numbers: \'{word}\' contains a number'''      )
      if word in info["short_word"]:
        return info["short_word"][word]
      for prefix_len in range(1    ,		len(A      ) + 1      ):
        a					:      List[Any]    =       word[:prefix_len]
        if prefix in info["reverse_short_word"]:
          continue
        else:
          a					:      Union[str, Any]    =       prefix
          break

      if short_word is None:
        # Paranoid fallback
        def int_to_alphabetic(A     : Union[str, Any]      ):
          a					:      int    =       ''
          while integer != 0:
            a					:      Any    =       chr(ord('A'      ) + integer % 1_0      ) + s
            integer //= 1_0
          return s

        a					:      Union[str, Any]    =       0
        while True:
          a					:      Union[str, Any]    =       word + '#' + int_to_alphabetic(A      )
          if sword in info["reverse_short_word"]:
            continue
          else:
            a					:      Union[str, Any]    =       sword
            break

      a					:      Union[str, Any]    =       short_word
      a					:      Optional[Any]    =       word
      return short_word





    @staticmethod
    def     lowerCamelCase__				(							A     : Any    ,		A     : Optional[Any]      ):


      '''simple docstring'''




      a					:      str    =       param_name.split('_'      )

      a					:      Optional[Any]    =       [TrialShortNamer.shortname_for_word(A    ,		A      ) for word in words]

      # We try to create a separatorless short name, but if there is a collision we have to fallback
      # to a separated short name
      a					:      Optional[Any]    =       ['', '_']

      for separator in separators:
        a					:      Any    =       separator.join(A      )
        if shortname not in info["reverse_short_param"]:
          a					:      Tuple    =       shortname
          a					:      List[str]    =       param_name
          return shortname

      return param_name





    @staticmethod
    def     lowerCamelCase__				(							A     : Optional[Any]    ,		A     : Optional[Any]      ):


      '''simple docstring'''




      a					:      List[str]    =       TrialShortNamer.shortname_for_key(A    ,		A      )
      a					:      int    =       short_name
      a					:      Any    =       param_name





    @classmethod
    def     lowerCamelCase__				(							cls     : Optional[Any]      ):


      '''simple docstring'''




      if cls.NAMING_INFO is not None:
        return

      a					:      int    =       {
          'short_word': {},
          'reverse_short_word': {},
          'short_param': {},
          'reverse_short_param': {},
      }

      a					:      Dict    =       list(cls.DEFAULTS.keys()      )

      for k in field_keys:
        cls.add_new_param_name(A    ,		A      )

      a					:      int    =       info





    @classmethod
    def     lowerCamelCase__				(							cls     : Optional[int]    ,		A     : int      ):


      '''simple docstring'''




      cls.build_naming_info()
      assert cls.PREFIX is not None
      a					:      List[Any]    =       [copy.copy(cls.PREFIX      )]

      for k, v in params.items():
        if k not in cls.DEFAULTS:
          raise Exception(F'''You should provide a default value for the param name {k} with value {v}'''      )
        if v == cls.DEFAULTS[k]:
          # The default value is not added to the name
          continue

        a					:      int    =       cls.NAMING_INFO['short_param'][k]

        if isinstance(A    ,		A      ):
          a					:      Union[str, Any]    =       1 if v else 0

        a					:      Optional[Any]    =       '' if isinstance(A    ,		(int, float)      ) else '-'
        a					:      int    =       F'''{key}{sep}{v}'''
        name.append(A      )

      return "_".join(A      )





    @classmethod
    def     lowerCamelCase__				(							cls     : Optional[int]    ,		A     : Tuple      ):


      '''simple docstring'''




      a					:      int    =       repr[len(cls.PREFIX      ) + 1 :]
      if repr == "":
        a					:      Tuple    =       []
      else:
        a					:      Optional[Any]    =       repr.split('_'      )

      a					:      Optional[int]    =       {}

      for value in values:
        if "-" in value:
          a,					a					:      Tuple    =       value.split('-'      )
        else:
          a					:      str    =       re.sub('[0-9.]'    ,		''    ,		A      )
          a					:      Tuple    =       float(re.sub('[^0-9.]'    ,		''    ,		A      )      )

        a					:      int    =       cls.NAMING_INFO['reverse_short_param'][p_k]

        a					:      str    =       p_v

      for k in cls.DEFAULTS:
        if k not in parameters:
          a					:      int    =       cls.DEFAULTS[k]

      return parameters












"""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 						snake_case  (  unittest.TestCase	):





    @slow
    def     lowerCamelCase__				(							self     : Optional[Any]      ):


      '''simple docstring'''




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

      a					:      int    =       (1, 1_2, 7_6_8)  # batch_size, sequence_length, embedding_vector_dim
      a					:      Dict    =       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]]      )

      a					:      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      )      )




