




import copy
import os
from typing import Union

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


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

lowerCamelCase__					:  Any      							=				{
    'microsoft/git-base': 'https://huggingface.co/microsoft/git-base/resolve/main/config.json',
}





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE   ):


 '''simple docstring'''







 lowercase_							       =       "git_vision_model"



 def __init__(				self    :						str							,							_lowerCAmelCase    :						Dict=768							,							_lowerCAmelCase    :						str=3_072							,							_lowerCAmelCase    :						Optional[Any]=12							,							_lowerCAmelCase    :						Union[str, Any]=12							,							_lowerCAmelCase    :						List[Any]=3							,							_lowerCAmelCase    :						Any=224							,							_lowerCAmelCase    :						List[Any]=16							,							_lowerCAmelCase    :						Optional[Any]="quick_gelu"							,							_lowerCAmelCase    :						Tuple=1E-5							,							_lowerCAmelCase    :						List[Any]=0.0							,							_lowerCAmelCase    :						Tuple=0.02							,							**_lowerCAmelCase    :						Any							,							):
       super().__init__(**_lowerCAmelCase		)

       SCREAMING_SNAKE_CASE_      		=     hidden_size
       SCREAMING_SNAKE_CASE_      		=     intermediate_size
       SCREAMING_SNAKE_CASE_      		=     num_hidden_layers
       SCREAMING_SNAKE_CASE_      		=     num_attention_heads
       SCREAMING_SNAKE_CASE_      		=     num_channels
       SCREAMING_SNAKE_CASE_      		=     patch_size
       SCREAMING_SNAKE_CASE_      		=     image_size
       SCREAMING_SNAKE_CASE_      		=     initializer_range
       SCREAMING_SNAKE_CASE_      		=     attention_dropout
       SCREAMING_SNAKE_CASE_      		=     layer_norm_eps
       SCREAMING_SNAKE_CASE_      		=     hidden_act




 @classmethod
 def  lowerCAmelCase_    (				cls    :						Union[str, Any]							,							_lowerCAmelCase    :						Union[str, os.PathLike]							,							**_lowerCAmelCase    :						Any		):
       cls._set_token_in_kwargs(_lowerCAmelCase		)

       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     cls.get_config_dict(_lowerCAmelCase							,							**_lowerCAmelCase		)

       # get the vision config dict if we are loading from GITConfig
       if config_dict.get('model_type'		) == "git":
             SCREAMING_SNAKE_CASE_      		=     config_dict['vision_config']

       if "model_type" in config_dict and hasattr(cls							,							'model_type'		) and config_dict["model_type"] != cls.model_type:
             logger.warning(
                 F"You are using a model of type {config_dict['model_type']} to instantiate a model of type "
                 F"{cls.model_type}. This is not supported for all configurations of models and can yield errors."		)

       return cls.from_dict(_lowerCAmelCase							,							**_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE   ):


 '''simple docstring'''







 lowercase_							       =       "git"



 def __init__(				self    :						Union[str, Any]							,							_lowerCAmelCase    :						List[Any]=None							,							_lowerCAmelCase    :						Optional[Any]=30_522							,							_lowerCAmelCase    :						Union[str, Any]=768							,							_lowerCAmelCase    :						List[str]=6							,							_lowerCAmelCase    :						Optional[int]=12							,							_lowerCAmelCase    :						str=3_072							,							_lowerCAmelCase    :						Any="gelu"							,							_lowerCAmelCase    :						Optional[Any]=0.1							,							_lowerCAmelCase    :						Optional[int]=0.1							,							_lowerCAmelCase    :						Optional[int]=1_024							,							_lowerCAmelCase    :						int=0.02							,							_lowerCAmelCase    :						Any=1E-12							,							_lowerCAmelCase    :						List[Any]=0							,							_lowerCAmelCase    :						Any="absolute"							,							_lowerCAmelCase    :						str=True							,							_lowerCAmelCase    :						Optional[Any]=False							,							_lowerCAmelCase    :						Optional[Any]=101							,							_lowerCAmelCase    :						Tuple=102							,							_lowerCAmelCase    :						Any=None							,							**_lowerCAmelCase    :						List[str]							,							):
       super().__init__(bos_token_id=_lowerCAmelCase							,							eos_token_id=_lowerCAmelCase							,							pad_token_id=_lowerCAmelCase							,							**_lowerCAmelCase		)

       if vision_config is None:
             SCREAMING_SNAKE_CASE_      		=     {}
             logger.info('vision_config is None. initializing the GitVisionConfig with default values.'		)

       SCREAMING_SNAKE_CASE_      		=     GitVisionConfig(**_lowerCAmelCase		)
       SCREAMING_SNAKE_CASE_      		=     vocab_size
       SCREAMING_SNAKE_CASE_      		=     hidden_size
       SCREAMING_SNAKE_CASE_      		=     num_hidden_layers
       SCREAMING_SNAKE_CASE_      		=     num_attention_heads
       SCREAMING_SNAKE_CASE_      		=     hidden_act
       SCREAMING_SNAKE_CASE_      		=     intermediate_size
       SCREAMING_SNAKE_CASE_      		=     hidden_dropout_prob
       SCREAMING_SNAKE_CASE_      		=     attention_probs_dropout_prob
       SCREAMING_SNAKE_CASE_      		=     max_position_embeddings
       SCREAMING_SNAKE_CASE_      		=     initializer_range
       SCREAMING_SNAKE_CASE_      		=     layer_norm_eps
       SCREAMING_SNAKE_CASE_      		=     position_embedding_type
       SCREAMING_SNAKE_CASE_      		=     use_cache
       SCREAMING_SNAKE_CASE_      		=     tie_word_embeddings
       SCREAMING_SNAKE_CASE_      		=     num_image_with_embedding

       SCREAMING_SNAKE_CASE_      		=     bos_token_id
       SCREAMING_SNAKE_CASE_      		=     eos_token_id




 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     copy.deepcopy(self.__dict__		)
       SCREAMING_SNAKE_CASE_      		=     self.vision_config.to_dict()
       SCREAMING_SNAKE_CASE_      		=     self.__class__.model_type
       return output





def    UpperCAmelCase_				( )   ->					list[list[int]]:
      return [list(range(10_00 - i     ,     -10_00 - i     ,     -1				)				) for i in range(10_00				)]


lowerCamelCase__					:  List[Any]      							=				generate_large_matrix()
lowerCamelCase__					:  List[Any]      							=				(
    [[4, 3, 2, -1], [3, 2, 1, -1], [1, 1, -1, -2], [-1, -1, -2, -3]],
    [[3, 2], [1, 0]],
    [[7, 7, 6]],
    [[7, 7, 6], [-1, -2, -3]],
    grid,
)

def    UpperCAmelCase_				( __UpperCAmelCase		:      list[list[int]]				)   ->					None:
      assert all(row == sorted(__UpperCAmelCase     ,     reverse=__UpperCAmelCase				) for row in grid				)
      assert all(list(__UpperCAmelCase				) == sorted(__UpperCAmelCase     ,     reverse=__UpperCAmelCase				) for col in zip(*__UpperCAmelCase				)				)

def    UpperCAmelCase_				( __UpperCAmelCase		:      list[int]				)   ->					int:
      SCREAMING_SNAKE_CASE_      		=     0
      SCREAMING_SNAKE_CASE_      		=     len(__UpperCAmelCase				) - 1

      # Edge cases such as no values or all numbers are negative.
      if not array or array[0] < 0:
            return 0

      while right + 1 > left:
            SCREAMING_SNAKE_CASE_      		=     (left + right) // 2
            SCREAMING_SNAKE_CASE_      		=     array[mid]

            # Num must be negative and the index must be greater than or equal to 0.
            if num < 0 and array[mid - 1] >= 0:
                  return mid

            if num >= 0:
                  SCREAMING_SNAKE_CASE_      		=     mid + 1
            else:
                  SCREAMING_SNAKE_CASE_      		=     mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
      return len(__UpperCAmelCase				)

def    UpperCAmelCase_				( __UpperCAmelCase		:      list[list[int]]				)   ->					int:
      SCREAMING_SNAKE_CASE_      		=     0
      SCREAMING_SNAKE_CASE_      		=     len(grid[0]				)

      for i in range(len(__UpperCAmelCase				)				):
            SCREAMING_SNAKE_CASE_      		=     find_negative_index(grid[i][:bound]				)
            total += bound
      return (len(__UpperCAmelCase				) * len(grid[0]				)) - total

def    UpperCAmelCase_				( __UpperCAmelCase		:      list[list[int]]				)   ->					int:
      return len([number for row in grid for number in row if number < 0]				)

def    UpperCAmelCase_				( __UpperCAmelCase		:      list[list[int]]				)   ->					int:
      SCREAMING_SNAKE_CASE_      		=     0
      for row in grid:
            for i, number in enumerate(__UpperCAmelCase				):
                  if number < 0:
                        total += len(__UpperCAmelCase				) - i
                        break
      return total

def    UpperCAmelCase_				( )   ->					None:
      from timeit import timeit

      print('Running benchmarks'				)
      SCREAMING_SNAKE_CASE_      		=     (
          'from __main__ import count_negatives_binary_search, '
          'count_negatives_brute_force, count_negatives_brute_force_with_break, grid'
      )
      for func in (
          "count_negatives_binary_search",  # took 0.7727 seconds
          "count_negatives_brute_force_with_break",  # took 4.6505 seconds
          "count_negatives_brute_force",  # took 12.8160 seconds
      ):
            SCREAMING_SNAKE_CASE_      		=     timeit(f"{func}(grid=grid)"     ,     setup=__UpperCAmelCase     ,     number=5_00				)
            print(f"{func}() took {time:0.4f} seconds"				)


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   benchmark()