




'''simple docstring'''







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


A     =logging.get_logger(__name__)

A     ={
    'google/realm-cc-news-pretrained-embedder': (
        'https://huggingface.co/google/realm-cc-news-pretrained-embedder/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-encoder': (
        'https://huggingface.co/google/realm-cc-news-pretrained-encoder/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-scorer': (
        'https://huggingface.co/google/realm-cc-news-pretrained-scorer/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-openqa': (
        'https://huggingface.co/google/realm-cc-news-pretrained-openqa/aresolve/main/config.json'
    ),
    'google/realm-orqa-nq-openqa': 'https://huggingface.co/google/realm-orqa-nq-openqa/resolve/main/config.json',
    'google/realm-orqa-nq-reader': 'https://huggingface.co/google/realm-orqa-nq-reader/resolve/main/config.json',
    'google/realm-orqa-wq-openqa': 'https://huggingface.co/google/realm-orqa-wq-openqa/resolve/main/config.json',
    'google/realm-orqa-wq-reader': 'https://huggingface.co/google/realm-orqa-wq-reader/resolve/main/config.json',
    # See all REALM models at https://huggingface.co/models?filter=realm
}


class 			_a  (	lowercase_ ):
       __a				:     Optional[int]   				=					"""realm"""
       def __init__(	self						:	str   ,				lowercase						:	List[Any]=30_522   ,				lowercase						:	List[Any]=768   ,				lowercase						:	int=128   ,				lowercase						:	Any=12   ,				lowercase						:	Tuple=12   ,				lowercase						:	List[Any]=8   ,				lowercase						:	Union[str, Any]=3_072   ,				lowercase						:	List[str]="gelu_new"   ,				lowercase						:	Any=0.1   ,				lowercase						:	List[str]=0.1   ,				lowercase						:	Dict=512   ,				lowercase						:	Dict=2   ,				lowercase						:	List[Any]=0.02   ,				lowercase						:	List[Any]=1E-12   ,				lowercase						:	Dict=256   ,				lowercase						:	Union[str, Any]=10   ,				lowercase						:	Optional[int]=1E-3   ,				lowercase						:	Tuple=5   ,				lowercase						:	Optional[int]=320   ,				lowercase						:	List[str]=13_353_718   ,				lowercase						:	Optional[Any]=5_000   ,				lowercase						:	str=1   ,				lowercase						:	Union[str, Any]=0   ,				lowercase						:	List[Any]=2   ,				**lowercase						:	int   ,				):



           '''simple docstring'''

           super().__init__(pad_token_id=lowercase   ,				bos_token_id=lowercase   ,				eos_token_id=lowercase   ,				**lowercase				)

           # Common config
           UpperCAmelCase			       =		vocab_size
           UpperCAmelCase			       =		max_position_embeddings
           UpperCAmelCase			       =		hidden_size
           UpperCAmelCase			       =		retriever_proj_size
           UpperCAmelCase			       =		num_hidden_layers
           UpperCAmelCase			       =		num_attention_heads
           UpperCAmelCase			       =		num_candidates
           UpperCAmelCase			       =		intermediate_size
           UpperCAmelCase			       =		hidden_act
           UpperCAmelCase			       =		hidden_dropout_prob
           UpperCAmelCase			       =		attention_probs_dropout_prob
           UpperCAmelCase			       =		initializer_range
           UpperCAmelCase			       =		type_vocab_size
           UpperCAmelCase			       =		layer_norm_eps

           # Reader config
           UpperCAmelCase			       =		span_hidden_size
           UpperCAmelCase			       =		max_span_width
           UpperCAmelCase			       =		reader_layer_norm_eps
           UpperCAmelCase			       =		reader_beam_size
           UpperCAmelCase			       =		reader_seq_len

           # Retrieval config
           UpperCAmelCase			       =		num_block_records
           UpperCAmelCase			       =		searcher_beam_size








'''simple docstring'''

class   __lowerCAmelCase						:  # Public class to implement a graph





      '''simple docstring'''






      def __init__(self    :    int   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    list[list[bool]] ):

             '''simple docstring'''







             lowercase__      			= row
             lowercase__      			= col
             lowercase__      			= graph



      def       UpperCamelCase__		(self    :    Optional[int]   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    list[list[bool]] ):

             '''simple docstring'''







             return (
                 0 <= i < self.ROW
                 and 0 <= j < self.COL
                 and not visited[i][j]
                 and self.graph[i][j]
             )



      def       UpperCamelCase__		(self    :    int   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    list[list[bool]] ):

             '''simple docstring'''







             lowercase__      			= [-1, -1, -1, 0, 0, 1, 1, 1]  # Coordinate order
             lowercase__      			= [-1, 0, 1, -1, 1, -1, 0, 1]
             lowercase__      			= True  # Make those cells visited
             for k in range(8 ):
                    if self.is_safe(i + row_nbr[k]   ,						j + col_nbr[k]   ,						UpperCamelCase ):
                           self.diffs(i + row_nbr[k]   ,						j + col_nbr[k]   ,						UpperCamelCase )






      def       UpperCamelCase__		(self    :    Dict ):  # And finally, count all islands.

             '''simple docstring'''







             lowercase__      			= [[False for j in range(self.COL )] for i in range(self.ROW )]
             lowercase__      			= 0
             for i in range(self.ROW ):
                    for j in range(self.COL ):
                           if visited[i][j] is False and self.graph[i][j] == 1:
                                  self.diffs(UpperCamelCase   ,						UpperCamelCase   ,						UpperCamelCase )
                                  count += 1
             return count




