code: 
  
  
  
  from collections import OrderedDict
  from typing import Mapping
  
  from ...configuration_utils import PretrainedConfig
  from ...onnx import OnnxConfig
  from ...utils import logging
  
  
  lowerCAmelCase__	:  Dict 		=logging.get_logger(__name__)
  
  lowerCAmelCase__	:  str 		={
      '''squeezebert/squeezebert-uncased''': (
          '''https://huggingface.co/squeezebert/squeezebert-uncased/resolve/main/config.json'''
      ),
      '''squeezebert/squeezebert-mnli''': '''https://huggingface.co/squeezebert/squeezebert-mnli/resolve/main/config.json''',
      '''squeezebert/squeezebert-mnli-headless''': (
          '''https://huggingface.co/squeezebert/squeezebert-mnli-headless/resolve/main/config.json'''
      ),
  }
  
  class      UpperCAmelCase_						(     UpperCamelCase_ ):
  
  						'''simple docstring'''
  
  
  
  
  						UpperCamelCase__    :				str       						=						SQUEEZEBERT_PRETRAINED_CONFIG_ARCHIVE_MAP
  						UpperCamelCase__    :				Union[str, Any]       						=						'''squeezebert'''
  
  
  
  
  
  
  						def __init__(					self   ,							_A=30_522   ,							_A=768   ,							_A=12   ,							_A=12   ,							_A=3_072   ,							_A="gelu"   ,							_A=0.1   ,							_A=0.1   ,							_A=512   ,							_A=2   ,							_A=0.0_2   ,							_A=1e-12   ,							_A=0   ,							_A=768   ,							_A=4   ,							_A=4   ,							_A=4   ,							_A=1   ,							_A=4   ,							_A=4   ,							**_A   ,							):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													super().__init__(pad_token_id=_A   ,							**_A	)
  
  													__SCREAMING_SNAKE_CASE								=      vocab_size
  													__SCREAMING_SNAKE_CASE								=      hidden_size
  													__SCREAMING_SNAKE_CASE								=      num_hidden_layers
  													__SCREAMING_SNAKE_CASE								=      num_attention_heads
  													__SCREAMING_SNAKE_CASE								=      hidden_act
  													__SCREAMING_SNAKE_CASE								=      intermediate_size
  													__SCREAMING_SNAKE_CASE								=      hidden_dropout_prob
  													__SCREAMING_SNAKE_CASE								=      attention_probs_dropout_prob
  													__SCREAMING_SNAKE_CASE								=      max_position_embeddings
  													__SCREAMING_SNAKE_CASE								=      type_vocab_size
  													__SCREAMING_SNAKE_CASE								=      initializer_range
  													__SCREAMING_SNAKE_CASE								=      layer_norm_eps
  													__SCREAMING_SNAKE_CASE								=      embedding_size
  													__SCREAMING_SNAKE_CASE								=      q_groups
  													__SCREAMING_SNAKE_CASE								=      k_groups
  													__SCREAMING_SNAKE_CASE								=      v_groups
  													__SCREAMING_SNAKE_CASE								=      post_attention_groups
  													__SCREAMING_SNAKE_CASE								=      intermediate_groups
  													__SCREAMING_SNAKE_CASE								=      output_groups
  
  
  
  
  
  
  
  class      UpperCAmelCase_						(     UpperCamelCase_ ):
  
  						'''simple docstring'''
  
  
  
  
  						@property
  						def  _A			(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													if self.task == "multiple-choice":
  																				__SCREAMING_SNAKE_CASE								=      {0: 'batch', 1: 'choice', 2: 'sequence'}
  													else:
  																				__SCREAMING_SNAKE_CASE								=      {0: 'batch', 1: 'sequence'}
  													return OrderedDict(
  													    [
  													        ('input_ids', dynamic_axis),
  													        ('attention_mask', dynamic_axis),
  													        ('token_type_ids', dynamic_axis),
  													    ]	)
  
  
  
  
  
  
  
style_context: 
  
  
  
  from __future__ import annotations
  
  from collections.abc import Iterable
  from dataclasses import dataclass
  from typing import Any
  
  class      UpperCAmelCase_						:
  
  						'''simple docstring'''
  
  
  
  
  						UpperCamelCase__    :				List[str]       						=						('''_front''', '''_back''', '''_len''')
  
  						@dataclass
  						class      UpperCAmelCase_						:
  
  												'''simple docstring'''
  
  
  
  
  												UpperCamelCase__    :				Any       						=						None
  												UpperCamelCase__    :				Deque._Node | None       						=						None
  												UpperCamelCase__    :				Deque._Node | None       						=						None
  
  
  
  
  
  
  
  						class      UpperCAmelCase_						:
  
  												'''simple docstring'''
  
  
  
  
  												UpperCamelCase__    :				Optional[int]       						=						('''_cur''',)
  
  
  
  
  
  
  												def __init__(					self   ,							_A	):
  
  
  
  
  
  
  
  																			'''simple docstring'''
  
  																			__SCREAMING_SNAKE_CASE								=      cur
  
  
  
  
  
  
  												def __iter__(					self	):
  
  
  
  
  
  
  
  																			'''simple docstring'''
  
  																			return self
  
  
  
  
  
  
  												def  _A			(					self	):
  
  
  
  
  
  
  
  																			'''simple docstring'''
  
  																			if self._cur is None:
  																										# finished iterating
  																										raise StopIteration
  																			__SCREAMING_SNAKE_CASE								=      self._cur.val
  																			__SCREAMING_SNAKE_CASE								=      self._cur.next_node
  
  																			return val
  
  
  
  
  
  
  
  						def __init__(					self   ,							_A = None	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													__SCREAMING_SNAKE_CASE								=      None
  													__SCREAMING_SNAKE_CASE								=      None
  													__SCREAMING_SNAKE_CASE								=      0
  
  													if iterable is not None:
  																				# append every value to the deque
  																				for val in iterable:
  																											self.append(_A	)
  
  
  
  
  
  
  						def  _A			(					self   ,							_A	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													__SCREAMING_SNAKE_CASE								=      self._Node(_A   ,							_A   ,							_A	)
  													if self.is_empty():
  																				# front = back
  																				__SCREAMING_SNAKE_CASE								=      __SCREAMING_SNAKE_CASE								=      node
  																				__SCREAMING_SNAKE_CASE								=      1
  													else:
  																				# connect nodes
  																				__SCREAMING_SNAKE_CASE								=      node
  																				__SCREAMING_SNAKE_CASE								=      self._back
  																				__SCREAMING_SNAKE_CASE								=      node  # assign new back to the new node
  
  																				self._len += 1
  
  																				# make sure there were no errors
  																				assert not self.is_empty(), "Error on appending value."
  
  
  
  
  
  
  						def  _A			(					self   ,							_A	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													__SCREAMING_SNAKE_CASE								=      self._Node(_A   ,							_A   ,							_A	)
  													if self.is_empty():
  																				# front = back
  																				__SCREAMING_SNAKE_CASE								=      __SCREAMING_SNAKE_CASE								=      node
  																				__SCREAMING_SNAKE_CASE								=      1
  													else:
  																				# connect nodes
  																				__SCREAMING_SNAKE_CASE								=      self._front
  																				__SCREAMING_SNAKE_CASE								=      node
  																				__SCREAMING_SNAKE_CASE								=      node  # assign new front to the new node
  
  																				self._len += 1
  
  																				# make sure there were no errors
  																				assert not self.is_empty(), "Error on appending value."
  
  
  
  
  
  
  						def  _A			(					self   ,							_A	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													for val in iterable:
  																				self.append(_A	)
  
  
  
  
  
  
  						def  _A			(					self   ,							_A	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													for val in iterable:
  																				self.appendleft(_A	)
  
  
  
  
  
  
  						def  _A			(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													assert not self.is_empty(), "Deque is empty."
  
  													__SCREAMING_SNAKE_CASE								=      self._back
  													__SCREAMING_SNAKE_CASE								=      self._back.prev_node  # set new back
  													# drop the last node - python will deallocate memory automatically
  													__SCREAMING_SNAKE_CASE								=      None
  
  													self._len -= 1
  
  													return topop.val
  
  
  
  
  
  
  						def  _A			(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													assert not self.is_empty(), "Deque is empty."
  
  													__SCREAMING_SNAKE_CASE								=      self._front
  													__SCREAMING_SNAKE_CASE								=      self._front.next_node  # set new front and drop the first node
  													__SCREAMING_SNAKE_CASE								=      None
  
  													self._len -= 1
  
  													return topop.val
  
  
  
  
  
  
  						def  _A			(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													return self._front is None
  
  
  
  
  
  
  						def __len__(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													return self._len
  
  
  
  
  
  
  						def __eq__(					self   ,							_A	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													if not isinstance(_A   ,							_A	):
  																				return NotImplemented
  
  													__SCREAMING_SNAKE_CASE								=      self._front
  													__SCREAMING_SNAKE_CASE								=      other._front
  
  													# if the length of the dequeues are not the same, they are not equal
  													if len(self	) != len(_A	):
  																				return False
  
  													while me is not None and oth is not None:
  																				# compare every value
  																				if me.val != oth.val:
  																											return False
  																				__SCREAMING_SNAKE_CASE								=      me.next_node
  																				__SCREAMING_SNAKE_CASE								=      oth.next_node
  
  													return True
  
  
  
  
  
  
  						def __iter__(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													return Deque._Iterator(self._front	)
  
  
  
  
  
  
  						def __repr__(					self	):
  
  
  
  
  
  
  
  													'''simple docstring'''
  
  													__SCREAMING_SNAKE_CASE								=      []
  													__SCREAMING_SNAKE_CASE								=      self._front
  													while aux is not None:
  																				# append the values in a list to display
  																				values_list.append(aux.val	)
  																				__SCREAMING_SNAKE_CASE								=      aux.next_node
  
  													return f"""[{", ".join(repr(_A	) for val in values_list	)}]"""
  
  
  if __name__ == "__main__":
  			import doctest
  
  			doctest.testmod()
  
  
  
  
  
  
  