

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


lowerCamelCase           =					logging.get_logger(__name__)

lowerCamelCase           =					{
    '''uclanlp/visualbert-vqa''': '''https://huggingface.co/uclanlp/visualbert-vqa/resolve/main/config.json''',
    '''uclanlp/visualbert-vqa-pre''': '''https://huggingface.co/uclanlp/visualbert-vqa-pre/resolve/main/config.json''',
    '''uclanlp/visualbert-vqa-coco-pre''': (
        '''https://huggingface.co/uclanlp/visualbert-vqa-coco-pre/resolve/main/config.json'''
    ),
    '''uclanlp/visualbert-vcr''': '''https://huggingface.co/uclanlp/visualbert-vcr/resolve/main/config.json''',
    '''uclanlp/visualbert-vcr-pre''': '''https://huggingface.co/uclanlp/visualbert-vcr-pre/resolve/main/config.json''',
    '''uclanlp/visualbert-vcr-coco-pre''': (
        '''https://huggingface.co/uclanlp/visualbert-vcr-coco-pre/resolve/main/config.json'''
    ),
    '''uclanlp/visualbert-nlvr2''': '''https://huggingface.co/uclanlp/visualbert-nlvr2/resolve/main/config.json''',
    '''uclanlp/visualbert-nlvr2-pre''': '''https://huggingface.co/uclanlp/visualbert-nlvr2-pre/resolve/main/config.json''',
    '''uclanlp/visualbert-nlvr2-coco-pre''': (
        '''https://huggingface.co/uclanlp/visualbert-nlvr2-coco-pre/resolve/main/config.json'''
    )
    # See all VisualBERT models at https://huggingface.co/models?filter=visual_bert
}







class 						__magic_name__			(							lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   'visual_bert'



   def __init__(				self,    lowercase_=30522,    lowercase_=768,    lowercase_=512,    lowercase_=12,    lowercase_=12,    lowercase_=3072,    lowercase_="gelu",    lowercase_=0.1,    lowercase_=0.1,    lowercase_=512,    lowercase_=2,    lowercase_=0.02,    lowercase_=1E-12,    lowercase_=False,    lowercase_=True,    lowercase_=1,    lowercase_=0,    lowercase_=2,    **lowercase_,    )							->    Optional[Any]:






     """simple docstring"""






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

     a__  =vocab_size
     a__  =max_position_embeddings
     a__  =hidden_size
     a__  =visual_embedding_dim
     a__  =num_hidden_layers
     a__  =num_attention_heads
     a__  =intermediate_size
     a__  =hidden_act
     a__  =hidden_dropout_prob
     a__  =attention_probs_dropout_prob
     a__  =initializer_range
     a__  =type_vocab_size
     a__  =layer_norm_eps
     a__  =bypass_transformer
     a__  =special_visual_initialize



import os




def 			UpperCAmelCase__				(			_A      : Any							):





  '''simple docstring'''







  a__  =len(grid[0]							)
  a__  =len(_A							)

  a__  =0
  a__  =0
  a__  =0

  # Check vertically, horizontally, diagonally at the same time (only works
  # for nxn grid)
  for i in range(_A							):
    for j in range(n_rows - 3							):
      a__  =grid[j][i] * grid[j + 1][i] * grid[j + 2][i] * grid[j + 3][i]
      a__  =grid[i][j] * grid[i][j + 1] * grid[i][j + 2] * grid[i][j + 3]

      # Left-to-right diagonal (\) product
      if i < n_columns - 3:
        a__  =(
            grid[i][j]
            * grid[i + 1][j + 1]
            * grid[i + 2][j + 2]
            * grid[i + 3][j + 3]
        )

      # Right-to-left diagonal(/) product
      if i > 2:
        a__  =(
            grid[i][j]
            * grid[i - 1][j + 1]
            * grid[i - 2][j + 2]
            * grid[i - 3][j + 3]
        )

      a__  =max(
          _A	,      _A	,      _A	,      _A							)
      if max_product > largest:
        a__  =max_product

  return largest




def 			UpperCAmelCase__				(			):





  '''simple docstring'''







  a__  =[]
  with open(os.path.dirname(_A							) + '''/grid.txt'''							) as file:
    for line in file:
      grid.append(line.strip('''\n'''							).split(''' '''							)							)

  a__  =[[int(_A							) for i in grid[j]] for j in range(len(_A							)							)]

  return largest_product(_A							)


if __name__ == "__main__":
       print(solution())
