





from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCAmelCase_					:   Tuple 							=						logging.get_logger(__name__)

UpperCAmelCase_					:   Tuple 							=						{
    """distilbert-base-uncased""": """https://huggingface.co/distilbert-base-uncased/resolve/main/config.json""",
    """distilbert-base-uncased-distilled-squad""": (
        """https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json"""
    ),
    """distilbert-base-cased""": """https://huggingface.co/distilbert-base-cased/resolve/main/config.json""",
    """distilbert-base-cased-distilled-squad""": (
        """https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json"""
    ),
    """distilbert-base-german-cased""": """https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json""",
    """distilbert-base-multilingual-cased""": (
        """https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json"""
    ),
    """distilbert-base-uncased-finetuned-sst-2-english""": (
        """https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json"""
    ),
}





class      lowercase__    (							__A  ):
  __UpperCamelCase	     =  """distilbert"""
  __UpperCamelCase	     =  {
      """hidden_size""": """dim""",
      """num_attention_heads""": """n_heads""",
      """num_hidden_layers""": """n_layers""",
  }







  def __init__(	self    ,						_lowercase=30_522    ,						_lowercase=512    ,						_lowercase=False    ,						_lowercase=6    ,						_lowercase=12    ,						_lowercase=768    ,						_lowercase=4 * 768    ,						_lowercase=0.1    ,						_lowercase=0.1    ,						_lowercase="gelu"    ,						_lowercase=0.02    ,						_lowercase=0.1    ,						_lowercase=0.2    ,						_lowercase=0    ,						**_lowercase    ,						):
       lowerCAmelCase_					:       int    =		vocab_size
       lowerCAmelCase_					:       str    =		max_position_embeddings
       lowerCAmelCase_					:       List[str]    =		sinusoidal_pos_embds
       lowerCAmelCase_					:       List[str]    =		n_layers
       lowerCAmelCase_					:       str    =		n_heads
       lowerCAmelCase_					:       str    =		dim
       lowerCAmelCase_					:       Optional[Any]    =		hidden_dim
       lowerCAmelCase_					:       Dict    =		dropout
       lowerCAmelCase_					:       Any    =		attention_dropout
       lowerCAmelCase_					:       str    =		activation
       lowerCAmelCase_					:       int    =		initializer_range
       lowerCAmelCase_					:       Union[str, Any]    =		qa_dropout
       lowerCAmelCase_					:       int    =		seq_classif_dropout
       super().__init__(**_lowercase    ,						pad_token_id=_lowercase						)





class      lowercase__    (							__A  ):







  @property
  def 	UpperCAmelCase__		(	self						):
       if self.task == "multiple-choice":
            lowerCAmelCase_					:       int    =		{0: """batch""", 1: """choice""", 2: """sequence"""}
       else:
            lowerCAmelCase_					:       str    =		{0: """batch""", 1: """sequence"""}
       return OrderedDict(
           [
               ("""input_ids""", dynamic_axis),
               ("""attention_mask""", dynamic_axis),
           ]						)







from __future__ import annotations






def 							_lowerCAmelCase (  _a   :					list[int]			)	->			list[int]:  # This function is recursive
     lowerCAmelCase_					:       List[Any]    =		len(_a			)
     # If the array contains only one element, we return it (it's the stop condition of
     # recursion)
     if array_length <= 1:
          return array
          # Else
     lowerCAmelCase_					:       Union[str, Any]    =		array[0]
     lowerCAmelCase_					:       str    =		False
     lowerCAmelCase_					:       Optional[int]    =		1
     lowerCAmelCase_					:       list[int]    =		[]
     while not is_found and i < array_length:
          if array[i] < pivot:
               lowerCAmelCase_					:       Optional[Any]    =		True
               lowerCAmelCase_					:       Tuple    =		[element for element in array[i:] if element >= array[i]]
               lowerCAmelCase_					:       Any    =		longest_subsequence(_a			)
               if len(_a			) > len(_a			):
                    lowerCAmelCase_					:       List[Any]    =		temp_array
          else:
               i += 1

     lowerCAmelCase_					:       Tuple    =		[element for element in array[1:] if element >= pivot]
     lowerCAmelCase_					:       List[Any]    =		[pivot, *longest_subsequence(_a			)]
     if len(_a			) > len(_a			):
          return temp_array
     else:
          return longest_subseq


if __name__ == "__main__":
      import doctest

      doctest.testmod()
