





from typing import Callable, Optional, Union

from ...configuration_utils import PretrainedConfig
from ...utils import logging


__lowercase	: Optional[int]       =logging.get_logger(__name__)

__lowercase	: Optional[Any]       ={
    """microsoft/xprophetnet-large-wiki100-cased""": (
        """https://huggingface.co/microsoft/xprophetnet-large-wiki100-cased/resolve/main/config.json"""
    ),
}

class   A							(						__lowercase    ):
      _snake_case				  ='''xlm-prophetnet'''
      _snake_case				  =['''past_key_values''']
      _snake_case				  ={
          '''num_attention_heads''': '''num_encoder_attention_heads''',
      }



      def __init__(						self:    int		,	_lowerCAmelCase:    Optional[float] = 0.1		,	_lowerCAmelCase:    Optional[Union[str, Callable]] = "gelu"		,	_lowerCAmelCase:    Optional[int] = 3_0522		,	_lowerCAmelCase:    Optional[int] = 1024		,	_lowerCAmelCase:    Optional[int] = 4096		,	_lowerCAmelCase:    Optional[int] = 12		,	_lowerCAmelCase:    Optional[int] = 16		,	_lowerCAmelCase:    Optional[int] = 4096		,	_lowerCAmelCase:    Optional[int] = 12		,	_lowerCAmelCase:    Optional[int] = 16		,	_lowerCAmelCase:    Optional[float] = 0.1		,	_lowerCAmelCase:    Optional[float] = 0.1		,	_lowerCAmelCase:    Optional[int] = 512		,	_lowerCAmelCase:    Optional[float] = 0.02		,	_lowerCAmelCase:    Optional[bool] = True		,	_lowerCAmelCase:    Optional[bool] = True		,	_lowerCAmelCase:    Optional[int] = 0		,	_lowerCAmelCase:    Optional[int] = 2		,	_lowerCAmelCase:    Optional[int] = 32		,	_lowerCAmelCase:    Optional[int] = 128		,	_lowerCAmelCase:    Optional[bool] = False		,	_lowerCAmelCase:    Optional[float] = 0.0		,	_lowerCAmelCase:    Optional[bool] = True		,	_lowerCAmelCase:    Optional[int] = 0		,	_lowerCAmelCase:    Optional[int] = 1		,	_lowerCAmelCase:    Optional[int] = 2		,	**_lowerCAmelCase:    str		,	)    ->     Optional[int]:
         '''simple docstring'''

         UpperCAmelCase_           =vocab_size
         UpperCAmelCase_           =hidden_size
         UpperCAmelCase_           =encoder_ffn_dim
         UpperCAmelCase_           =num_encoder_layers
         UpperCAmelCase_           =num_encoder_attention_heads
         UpperCAmelCase_           =decoder_ffn_dim
         UpperCAmelCase_           =num_decoder_layers
         UpperCAmelCase_           =num_decoder_attention_heads
         UpperCAmelCase_           =max_position_embeddings
         UpperCAmelCase_           =init_std  # Normal(0, this parameter)
         UpperCAmelCase_           =activation_function

         # parameters for xlmprophetnet
         UpperCAmelCase_           =ngram
         UpperCAmelCase_           =num_buckets
         UpperCAmelCase_           =relative_max_distance
         UpperCAmelCase_           =disable_ngram_loss
         UpperCAmelCase_           =eps

         # 3 Types of Dropout
         UpperCAmelCase_           =attention_dropout
         UpperCAmelCase_           =activation_dropout
         UpperCAmelCase_           =dropout

         UpperCAmelCase_           =use_cache

         super().__init__(
             pad_token_id=_lowerCAmelCase		,	bos_token_id=_lowerCAmelCase		,	eos_token_id=_lowerCAmelCase		,	is_encoder_decoder=_lowerCAmelCase		,	add_cross_attention=_lowerCAmelCase		,	decoder_start_token_id=_lowerCAmelCase		,	**_lowerCAmelCase		,	)



      @property
      def 						lowerCAmelCase__     (						self:    List[Any]							)    ->     int:
         '''simple docstring'''

         return self.num_encoder_layers + self.num_decoder_layers






      @num_hidden_layers.setter
      def 						lowerCAmelCase__     (						self:    Tuple		,	_lowerCAmelCase:    Optional[int]							)    ->     Tuple:
         '''simple docstring'''

         raise NotImplementedError(
             "This model does not support the setting of `num_hidden_layers`. Please set `num_encoder_layers` and"
             " `num_decoder_layers`."							)








"""simple docstring"""


import heapq as hq
import math
from collections.abc import Iterator
class     _UpperCamelCase    :
							'''simple docstring'''







							def __init__(	self       ,  __a      ):
										__lowerCAmelCase							       =     str(id_      )
										__lowerCAmelCase							       =     None
										__lowerCAmelCase							       =     None
										__lowerCAmelCase							       =     []
										__lowerCAmelCase							       =     {}  # {vertex:distance}

							def __lt__(	self       ,  __a      ):
										return self.key < other.key

							def __repr__(	self      ):
										return self.id

							def      snake_case							(	self       ,  __a      ):
										self.neighbors.append(__a      )



							def      snake_case							(	self       ,  __a       ,  __a      ):
										__lowerCAmelCase							       =     weight


def _lowerCamelCase      (						_UpperCamelCase       ,					_UpperCamelCase       ,					_UpperCamelCase       ,					_UpperCamelCase ):

			'''simple docstring'''




			graph[a - 1].add_neighbor(graph[b - 1] )
			graph[b - 1].add_neighbor(graph[a - 1] )
			# add the edges:
			graph[a - 1].add_edge(graph[b - 1]       ,					_UpperCamelCase )
			graph[b - 1].add_edge(graph[a - 1]       ,					_UpperCamelCase )


def _lowerCamelCase      (						_UpperCamelCase       ,					_UpperCamelCase ):

			'''simple docstring'''




			__lowerCAmelCase							       =     []
			for u in graph:
						__lowerCAmelCase							       =     math.inf
						__lowerCAmelCase							       =     None
			__lowerCAmelCase							       =     0
			__lowerCAmelCase							       =     graph[:]
			while q:
						__lowerCAmelCase							       =     min(_UpperCamelCase )
						q.remove(_UpperCamelCase )
						for v in u.neighbors:
									if (v in q) and (u.edges[v.id] < v.key):
												__lowerCAmelCase							       =     u
												__lowerCAmelCase							       =     u.edges[v.id]
			for i in range(1       ,					len(_UpperCamelCase ) ):
						a.append((int(graph[i].id ) + 1, int(graph[i].pi.id ) + 1) )
			return a


def _lowerCamelCase      (						_UpperCamelCase       ,					_UpperCamelCase ):

			'''simple docstring'''




			for u in graph:
						__lowerCAmelCase							       =     math.inf
						__lowerCAmelCase							       =     None
			__lowerCAmelCase							       =     0

			__lowerCAmelCase							       =     list(_UpperCamelCase )
			hq.heapify(_UpperCamelCase )

			while h:
						__lowerCAmelCase							       =     hq.heappop(_UpperCamelCase )
						for v in u.neighbors:
									if (v in h) and (u.edges[v.id] < v.key):
												__lowerCAmelCase							       =     u
												__lowerCAmelCase							       =     u.edges[v.id]
												hq.heapify(_UpperCamelCase )

			for i in range(1       ,					len(_UpperCamelCase ) ):
						yield (int(graph[i].id ) + 1, int(graph[i].pi.id ) + 1)


def _lowerCamelCase      (						):

			'''simple docstring'''






if __name__ == "__main__":
	import doctest

	doctest.testmod()




