


from __future__ import annotations

from collections.abc import Callable
from typing import Generic, TypeVar

UpperCAmelCase__            =							TypeVar('''T''')
UpperCAmelCase__            =							TypeVar('''U''')







class 				lowerCamelCase__       (	Generic[T, U]):





     def __init__(self		,					UpperCAmelCase		,					UpperCAmelCase	)					->       List[str]:
      _lowercase											=key
      _lowercase											=val
      _lowercase											=0
      _lowercase											=None
      _lowercase											=None





     def __repr__(self	)					->       str:
      return "Node: key: {}, val: {}, freq: {}, has next: {}, has prev: {}".format(
          self.key		,					self.val		,					self.freq		,					self.next is not None		,					self.prev is not None	)







class 				lowerCamelCase__       (	Generic[T, U]):





     def __init__(self	)					->       None:
      _lowercase											=DoubleLinkedListNode(snake_case_		,					snake_case_	)
      _lowercase											=DoubleLinkedListNode(snake_case_		,					snake_case_	)
      _lowercase				,   _lowercase											=self.rear, self.head





     def __repr__(self	)					->       str:
      _lowercase											=['''DoubleLinkedList''']
      _lowercase											=self.head
      while node.next is not None:
       rep.append(str(snake_case_	)	)
       _lowercase											=node.next
      rep.append(str(self.rear	)	)
      return ",\n    ".join(snake_case_	)





     def 					__A (self		,					UpperCAmelCase	)					->       None:
      _lowercase											=self.rear.prev

      # All nodes other than self.head are guaranteed to have non-None previous
      assert previous is not None

      _lowercase											=node
      _lowercase											=previous
      _lowercase											=node
      _lowercase											=self.rear
      node.freq += 1
      self._position_node(snake_case_	)





     def 					__A (self		,					UpperCAmelCase	)					->       None:

      while node.prev is not None and node.prev.freq > node.freq:
       # swap node with previous node
       _lowercase											=node.prev

       _lowercase											=previous_node.prev
       _lowercase											=node.prev
       _lowercase											=previous_node
       _lowercase											=node





     def 					__A (self		,					UpperCAmelCase	)					->       DoubleLinkedListNode[T, U] | None:

      if node.prev is None or node.next is None:
       return None

      _lowercase											=node.next
      _lowercase											=node.prev
      _lowercase											=None
      _lowercase											=None
      return node







class 				lowerCamelCase__       (	Generic[T, U]):
     SCREAMING_SNAKE_CASE__				      =      {}





     def __init__(self		,					UpperCAmelCase	)					->       Dict:
      _lowercase											=DoubleLinkedList()
      _lowercase											=capacity
      _lowercase											=0
      _lowercase											=0
      _lowercase											=0
      _lowercase											={}





     def __repr__(self	)					->       str:
      return (
          f"CacheInfo(hits={self.hits}, misses={self.miss}, "
          f"capacity={self.capacity}, current_size={self.num_keys})"
      )





     def __contains__(self		,					UpperCAmelCase	)					->       bool:
      return key in self.cache





     def 					__A (self		,					UpperCAmelCase	)					->       U | None:

      if key in self.cache:
       self.hits += 1
       _lowercase											=self.cache[key]
       _lowercase											=self.list.remove(self.cache[key]	)
       assert node == value_node

       # node is guaranteed not None because it is in self.cache
       assert node is not None
       self.list.add(snake_case_	)
       return node.val
      self.miss += 1
      return None





     def 					__A (self		,					UpperCAmelCase		,					UpperCAmelCase	)					->       None:

      if key not in self.cache:
       if self.num_keys >= self.capacity:
        # delete first node when over capacity
        _lowercase											=self.list.head.next

        # guaranteed to have a non-None first node when num_keys > 0
        # explain to type checker via assertions
        assert first_node is not None
        assert first_node.key is not None
        assert self.list.remove(snake_case_	) is not None
        # first_node guaranteed to be in list

        del self.cache[first_node.key]
        self.num_keys -= 1
       _lowercase											=DoubleLinkedListNode(snake_case_		,					snake_case_	)
       self.list.add(self.cache[key]	)
       self.num_keys += 1

      else:
       _lowercase											=self.list.remove(self.cache[key]	)
       assert node is not None  # node guaranteed to be in list
       _lowercase											=value
       self.list.add(snake_case_	)





     @classmethod
     def 					__A (cls		,					UpperCAmelCase = 1_2_8	)					->       Callable[[Callable[[T], U]], Callable[..., U]]:

      def cache_decorator_inner(UpperCAmelCase	) -> Callable[..., U]:
       def cache_decorator_wrapper(*UpperCAmelCase	) -> U:
        if func not in cls.decorator_function_to_instance_map:
         _lowercase											=LFUCache(snake_case_	)

        _lowercase											=cls.decorator_function_to_instance_map[func].get(args[0]	)
        if result is None:
         _lowercase											=func(*snake_case_	)
         cls.decorator_function_to_instance_map[func].put(args[0]		,					snake_case_	)
        return result

       def cache_info() -> LFUCache[T, U]:
        return cls.decorator_function_to_instance_map[func]

       setattr(snake_case_		,					'''cache_info'''		,					snake_case_	)  # noqa: B010

       return cache_decorator_wrapper

      return cache_decorator_inner


if __name__ == "__main__":
  import doctest

  doctest.testmod()





from collections import OrderedDict
from typing import TYPE_CHECKING, Any, Mapping, Optional, Union

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


if TYPE_CHECKING:
  from ... import FeatureExtractionMixin, PreTrainedTokenizerBase, TensorType


UpperCAmelCase__            =							logging.get_logger(__name__)

UpperCAmelCase__            =							{
    '''microsoft/deberta-base''': '''https://huggingface.co/microsoft/deberta-base/resolve/main/config.json''',
    '''microsoft/deberta-large''': '''https://huggingface.co/microsoft/deberta-large/resolve/main/config.json''',
    '''microsoft/deberta-xlarge''': '''https://huggingface.co/microsoft/deberta-xlarge/resolve/main/config.json''',
    '''microsoft/deberta-base-mnli''': '''https://huggingface.co/microsoft/deberta-base-mnli/resolve/main/config.json''',
    '''microsoft/deberta-large-mnli''': '''https://huggingface.co/microsoft/deberta-large-mnli/resolve/main/config.json''',
    '''microsoft/deberta-xlarge-mnli''': '''https://huggingface.co/microsoft/deberta-xlarge-mnli/resolve/main/config.json''',
}







class 				lowerCamelCase__       (	lowerCAmelCase):
     SCREAMING_SNAKE_CASE__				      =      '''deberta'''





     def __init__(self		,					UpperCAmelCase=5_0_2_6_5		,					UpperCAmelCase=7_6_8		,					UpperCAmelCase=1_2		,					UpperCAmelCase=1_2		,					UpperCAmelCase=3_0_7_2		,					UpperCAmelCase="gelu"		,					UpperCAmelCase=0.1		,					UpperCAmelCase=0.1		,					UpperCAmelCase=5_1_2		,					UpperCAmelCase=0		,					UpperCAmelCase=0.02		,					UpperCAmelCase=1e-7		,					UpperCAmelCase=False		,					UpperCAmelCase=-1		,					UpperCAmelCase=0		,					UpperCAmelCase=True		,					UpperCAmelCase=None		,					UpperCAmelCase=0		,					UpperCAmelCase="gelu"		,					**UpperCAmelCase		,					)					->       Dict:
      super().__init__(**UpperCAmelCase	)

      _lowercase											=hidden_size
      _lowercase											=num_hidden_layers
      _lowercase											=num_attention_heads
      _lowercase											=intermediate_size
      _lowercase											=hidden_act
      _lowercase											=hidden_dropout_prob
      _lowercase											=attention_probs_dropout_prob
      _lowercase											=max_position_embeddings
      _lowercase											=type_vocab_size
      _lowercase											=initializer_range
      _lowercase											=relative_attention
      _lowercase											=max_relative_positions
      _lowercase											=pad_token_id
      _lowercase											=position_biased_input

      # Backwards compatibility
      if type(UpperCAmelCase	) == str:
       _lowercase											=[x.strip() for x in pos_att_type.lower().split('''|'''	)]

      _lowercase											=pos_att_type
      _lowercase											=vocab_size
      _lowercase											=layer_norm_eps

      _lowercase											=kwargs.get('''pooler_hidden_size'''		,					UpperCAmelCase	)
      _lowercase											=pooler_dropout
      _lowercase											=pooler_hidden_act







class 				lowerCamelCase__       (	lowerCAmelCase):





     @property
     def 					__A (self	)					->       Mapping[str, Mapping[int, str]]:
      if self.task == "multiple-choice":
       _lowercase											={0: '''batch''', 1: '''choice''', 2: '''sequence'''}
      else:
       _lowercase											={0: '''batch''', 1: '''sequence'''}
      if self._config.type_vocab_size > 0:
       return OrderedDict(
           [('''input_ids''', dynamic_axis), ('''attention_mask''', dynamic_axis), ('''token_type_ids''', dynamic_axis)]	)
      else:
       return OrderedDict([('''input_ids''', dynamic_axis), ('''attention_mask''', dynamic_axis)]	)





     @property
     def 					__A (self	)					->       int:
      return 1_2





     def 					__A (self		,					UpperCAmelCase		,					UpperCAmelCase = -1		,					UpperCAmelCase = -1		,					UpperCAmelCase = -1		,					UpperCAmelCase = False		,					UpperCAmelCase = None		,					UpperCAmelCase = 3		,					UpperCAmelCase = 4_0		,					UpperCAmelCase = 4_0		,					UpperCAmelCase = None		,					)					->       Mapping[str, Any]:
      _lowercase											=super().generate_dummy_inputs(preprocessor=UpperCAmelCase		,					framework=UpperCAmelCase	)
      if self._config.type_vocab_size == 0 and "token_type_ids" in dummy_inputs:
       del dummy_inputs["token_type_ids"]
      return dummy_inputs

