


from collections import OrderedDict
from typing import Mapping

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


__UpperCamelCase					:	List[Any]          =				logging.get_logger(__name__)

__UpperCamelCase					:	int          =				{
    'mnaylor/mega-base-wikitext': 'https://huggingface.co/mnaylor/mega-base-wikitext/resolve/main/config.json',
}





class 			lowerCAmelCase__(     snake_case__    ):






    '''simple docstring'''





    A_	:  Tuple								=			'mega'





    def __init__(						self					: str							, __snake_case					: List[str]=30_522							, __snake_case					: Tuple=128							, __snake_case					: Dict=4							, __snake_case					: str=256							, __snake_case					: List[Any]=16							, __snake_case					: Dict=True							, __snake_case					: Union[str, Any]=64							, __snake_case					: int=False							, __snake_case					: List[Any]=-1							, __snake_case					: List[str]=None							, __snake_case					: List[Any]=True							, __snake_case					: Union[str, Any]="scalenorm"							, __snake_case					: Union[str, Any]=True							, __snake_case					: int="silu"							, __snake_case					: List[Any]="softmax"							, __snake_case					: int=0.1							, __snake_case					: Optional[int]=0.1							, __snake_case					: List[str]=0.1							, __snake_case					: Union[str, Any]=False							, __snake_case					: List[Any]=True							, __snake_case					: int=256							, __snake_case					: Any=True							, __snake_case					: Dict=0.1							, __snake_case					: Optional[Any]=2_048							, __snake_case					: Tuple=False							, __snake_case					: Optional[Any]=2							, __snake_case					: Tuple=0.02							, __snake_case					: Optional[Any]=0.2							, __snake_case					: Dict=0.02							, __snake_case					: Optional[int]=1.0							, __snake_case					: Dict=1							, __snake_case					: Optional[int]=0							, __snake_case					: Optional[Any]=2							, __snake_case					: Dict="rotary"							, __snake_case					: str=None							, __snake_case					: List[Any]=True							, __snake_case					: Tuple=True							, **__snake_case					: Tuple							, ):





       '''simple docstring'''
       super().__init__(pad_token_id=__snake_case							, bos_token_id=__snake_case							, eos_token_id=__snake_case							, **__snake_case						)

       UpperCAmelCase_				:   Dict							= vocab_size
       UpperCAmelCase_				:   str							= hidden_size
       UpperCAmelCase_				:   Union[str, Any]							= num_hidden_layers
       UpperCAmelCase_				:   Tuple							= activation
       UpperCAmelCase_				:   Union[str, Any]							= attention_activation
       UpperCAmelCase_				:   str							= intermediate_size
       UpperCAmelCase_				:   str							= ema_projection_size
       UpperCAmelCase_				:   Tuple							= bidirectional
       UpperCAmelCase_				:   str							= shared_representation_size
       UpperCAmelCase_				:   int							= use_chunking
       UpperCAmelCase_				:   Optional[int]							= chunk_size
       UpperCAmelCase_				:   str							= truncation
       UpperCAmelCase_				:   Any							= normalize_before_mega
       UpperCAmelCase_				:   List[str]							= normalization_type
       UpperCAmelCase_				:   str							= norm_affine
       UpperCAmelCase_				:   str							= dropout_prob
       UpperCAmelCase_				:   int							= hidden_dropout_prob
       UpperCAmelCase_				:   Tuple							= attention_probs_dropout_prob
       UpperCAmelCase_				:   List[str]							= use_feature_dropout
       UpperCAmelCase_				:   Tuple							= use_normalized_ffn
       UpperCAmelCase_				:   Tuple							= nffn_hidden_size
       UpperCAmelCase_				:   List[Any]							= normalize_before_ffn
       UpperCAmelCase_				:   Any							= nffn_activation_dropout_prob
       UpperCAmelCase_				:   Union[str, Any]							= max_positions
       UpperCAmelCase_				:   List[Any]							= add_token_type_embeddings
       UpperCAmelCase_				:   Optional[Any]							= type_vocab_size
       UpperCAmelCase_				:   int							= initializer_range
       UpperCAmelCase_				:   List[str]							= ema_delta_alpha_range
       UpperCAmelCase_				:   Dict							= ema_beta_range
       UpperCAmelCase_				:   Tuple							= ema_gamma_omega_range
       UpperCAmelCase_				:   Dict							= relative_positional_bias
       UpperCAmelCase_				:   Tuple							= use_cache
       UpperCAmelCase_				:   Tuple							= classifier_dropout
       UpperCAmelCase_				:   Any							= add_lm_hidden_dense_layer
       UpperCAmelCase_				:   Optional[int]							= 1  # not used but required by Hugging Face





class 			lowerCAmelCase__(     snake_case__    ):






    '''simple docstring'''





    @property
    def        _lowerCamelCase			(						self					: Optional[Any]						):





       '''simple docstring'''
       if self.task == "multiple-choice":
          UpperCAmelCase_				:   Optional[int]							= {0: '''batch''', 1: '''choice''', 2: '''sequence'''}
       else:
          UpperCAmelCase_				:   str							= {0: '''batch''', 1: '''sequence'''}
       return OrderedDict(
           [
               ('''input_ids''', dynamic_axis),
               ('''attention_mask''', dynamic_axis),
           ]						)



from __future__ import annotations

from abc import abstractmethod
from collections.abc import Iterable
from typing import Generic, Protocol, TypeVar





class 			lowerCAmelCase__(     snake_case__    ):






    '''simple docstring'''





    @abstractmethod
    def __lt__(						self					: T							, __snake_case					: T						):





       '''simple docstring'''
       pass





    @abstractmethod
    def __gt__(						self					: T							, __snake_case					: T						):





       '''simple docstring'''
       pass





    @abstractmethod
    def __eq__(						self					: T							, __snake_case					: object						):





       '''simple docstring'''
       pass





__UpperCamelCase					:	Dict          =				TypeVar('T', bound=Comparable)





class 			lowerCAmelCase__(     Generic[T]    ):






    '''simple docstring'''





    def __init__(						self					: Tuple						):





       '''simple docstring'''
       UpperCAmelCase_				:   list[T]							= []
       UpperCAmelCase_				:   int							= 0





    def __repr__(						self					: Any						):





       '''simple docstring'''
       return str(self.h						)





    def        _lowerCamelCase			(						self					: str							, __snake_case					: int						):





       '''simple docstring'''
       if child_idx > 0:
          return (child_idx - 1) // 2
       return None





    def        _lowerCamelCase			(						self					: str							, __snake_case					: int						):





       '''simple docstring'''
       UpperCAmelCase_				:   Dict							= 2 * parent_idx + 1
       if left_child_index < self.heap_size:
          return left_child_index
       return None





    def        _lowerCamelCase			(						self					: int							, __snake_case					: int						):





       '''simple docstring'''
       UpperCAmelCase_				:   Union[str, Any]							= 2 * parent_idx + 2
       if right_child_index < self.heap_size:
          return right_child_index
       return None





    def        _lowerCamelCase			(						self					: Union[str, Any]							, __snake_case					: int						):





       '''simple docstring'''
       if index < self.heap_size:
          UpperCAmelCase_				:   int							= index
          UpperCAmelCase_				:   List[str]							= self.left_child_idx(__snake_case						)
          UpperCAmelCase_				:   List[str]							= self.right_child_idx(__snake_case						)
          # check which child is larger than its parent
          if left_child is not None and self.h[left_child] > self.h[violation]:
             UpperCAmelCase_				:   List[str]							= left_child
          if right_child is not None and self.h[right_child] > self.h[violation]:
             UpperCAmelCase_				:   List[str]							= right_child
          # if violation indeed exists
          if violation != index:
             # swap to fix the violation
             UpperCAmelCase_		,   UpperCAmelCase_				:   List[Any]							= self.h[index], self.h[violation]
             # fix the subsequent violation recursively if any
             self.max_heapify(__snake_case						)





    def        _lowerCamelCase			(						self					: Optional[Any]							, __snake_case					: Iterable[T]						):





       '''simple docstring'''
       UpperCAmelCase_				:   Union[str, Any]							= list(__snake_case						)
       UpperCAmelCase_				:   int							= len(self.h						)
       if self.heap_size > 1:
          # max_heapify from right to left but exclude leaves (last level)
          for i in range(self.heap_size // 2 - 1							, -1							, -1						):
             self.max_heapify(__snake_case						)





    def        _lowerCamelCase			(						self					: Tuple						):





       '''simple docstring'''
       if self.heap_size >= 2:
          UpperCAmelCase_				:   List[str]							= self.h[0]
          UpperCAmelCase_				:   Dict							= self.h.pop(-1						)
          self.heap_size -= 1
          self.max_heapify(0						)
          return me
       elif self.heap_size == 1:
          self.heap_size -= 1
          return self.h.pop(-1						)
       else:
          raise Exception('''Empty heap'''						)





    def        _lowerCamelCase			(						self					: List[str]							, __snake_case					: T						):





       '''simple docstring'''
       self.h.append(__snake_case						)
       UpperCAmelCase_				:   Tuple							= (self.heap_size - 1) // 2
       self.heap_size += 1
       while idx >= 0:
          self.max_heapify(__snake_case						)
          UpperCAmelCase_				:   int							= (idx - 1) // 2





    def        _lowerCamelCase			(						self					: List[str]						):





       '''simple docstring'''
       UpperCAmelCase_				:   Tuple							= self.heap_size
       for j in range(size - 1							, 0							, -1						):
          UpperCAmelCase_		,   UpperCAmelCase_				:   Any							= self.h[j], self.h[0]
          self.heap_size -= 1
          self.max_heapify(0						)
       UpperCAmelCase_				:   Union[str, Any]							= size


if __name__ == "__main__":
       import doctest

       # run doc test
       doctest.testmod()

       # demo
       for unsorted in [
           [0],
           [2],
           [3, 5],
           [5, 3],
           [5, 5],
           [0, 0, 0, 0],
           [1, 1, 1, 1],
           [2, 2, 3, 5],
           [0, 2, 2, 3, 5],
           [2, 5, 3, 0, 2, 3, 0, 3],
           [6, 1, 2, 7, 9, 3, 4, 5, 10, 8],
           [103, 9, 1, 7, 11, 15, 25, 201, 209, 107, 5],
           [-45, -2, -5],
       ]:
              print(F'unsorted array: {unsorted}')

              __UpperCamelCase					:	Heap[int]          =				Heap()
              heap.build_max_heap(unsorted)
              print(F'after build heap: {heap}')

              print(F'max value: {heap.extract_max()}')
              print(F'after max value removed: {heap}')

              heap.insert(100)
              print(F'after new value 100 inserted: {heap}')

              heap.heap_sort()
              print(F'heap-sorted array: {heap}\n')