



'''simple docstring'''





import copy
import os
from typing import Union

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


SCREAMING_SNAKE_CASE__          =  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__          =  {
    "google/pix2struct-textcaps-base": (
        "https://huggingface.co/google/pix2struct-textcaps-base/resolve/main/config.json"
    ),
}


class 					snake_case			(UpperCamelCase ):
       lowerCAmelCase__	:int     =       "pix2struct_text_model"
       lowerCAmelCase__	:Tuple     =       ["past_key_values"]
       lowerCAmelCase__	:Optional[Any]     =       {
           "hidden_size": "hidden_size",
           "num_attention_heads": "num_heads",
           "num_hidden_layers": "num_layers",
       }



       def __init__(					self  ,UpperCAmelCase_=50_244  ,UpperCAmelCase_=768  ,UpperCAmelCase_=64  ,UpperCAmelCase_=2_048  ,UpperCAmelCase_=12  ,UpperCAmelCase_=12  ,UpperCAmelCase_=32  ,UpperCAmelCase_=128  ,UpperCAmelCase_=0.1  ,UpperCAmelCase_=1E-6  ,UpperCAmelCase_=1.0  ,UpperCAmelCase_="gelu_new"  ,UpperCAmelCase_=0  ,UpperCAmelCase_=False  ,UpperCAmelCase_=0  ,UpperCAmelCase_=1  ,UpperCAmelCase_=False  ,UpperCAmelCase_=True  ,**UpperCAmelCase_  ,)	->				Any:
           lowercase__									=    vocab_size
           lowercase__									=    hidden_size
           lowercase__									=    d_kv
           lowercase__									=    d_ff
           lowercase__									=    num_layers
           lowercase__									=    num_heads
           lowercase__									=    relative_attention_num_buckets
           lowercase__									=    relative_attention_max_distance
           lowercase__									=    dropout_rate
           lowercase__									=    layer_norm_epsilon
           lowercase__									=    initializer_factor
           lowercase__									=    use_cache

           lowercase__									=    eos_token_id
           lowercase__									=    decoder_start_token_id

           # for backwards compatibility
           lowercase__									=    dense_act_fn

           super().__init__(
               pad_token_id=UpperCAmelCase_  ,eos_token_id=UpperCAmelCase_  ,decoder_start_token_id=UpperCAmelCase_  ,tie_word_embeddings=UpperCAmelCase_  ,is_decoder=UpperCAmelCase_  ,**UpperCAmelCase_  ,)







       @classmethod
       def 				_a   (					cls  ,UpperCAmelCase_  ,**UpperCAmelCase_   )	->				"PretrainedConfig":
           cls._set_token_in_kwargs(UpperCAmelCase_   )

           lowercase__							,							lowercase__									=    cls.get_config_dict(UpperCAmelCase_  ,**UpperCAmelCase_   )

           # get the text config dict if we are loading from Pix2StructConfig
           if config_dict.get("model_type"   ) == "pix2struct":
               lowercase__									=    config_dict["text_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(UpperCAmelCase_  ,**UpperCAmelCase_   )





class 					snake_case			(UpperCamelCase ):
       lowerCAmelCase__	:str     =       "pix2struct_vision_model"



       def __init__(					self  ,UpperCAmelCase_=768  ,UpperCAmelCase_=768  ,UpperCAmelCase_=2_048  ,UpperCAmelCase_=64  ,UpperCAmelCase_=12  ,UpperCAmelCase_=12  ,UpperCAmelCase_="gelu_new"  ,UpperCAmelCase_=1E-6  ,UpperCAmelCase_=0.0  ,UpperCAmelCase_=0.0  ,UpperCAmelCase_=1E-1_0  ,UpperCAmelCase_=1.0  ,UpperCAmelCase_=4_096  ,UpperCAmelCase_=32  ,UpperCAmelCase_=128  ,**UpperCAmelCase_  ,)	->				Dict:
           super().__init__(**UpperCAmelCase_   )

           lowercase__									=    hidden_size
           lowercase__									=    patch_embed_hidden_size
           lowercase__									=    d_ff
           lowercase__									=    dropout_rate
           lowercase__									=    num_hidden_layers
           lowercase__									=    num_attention_heads
           lowercase__									=    initializer_range
           lowercase__									=    initializer_factor
           lowercase__									=    attention_dropout
           lowercase__									=    layer_norm_eps
           lowercase__									=    dense_act_fn
           lowercase__									=    seq_len
           lowercase__									=    relative_attention_num_buckets
           lowercase__									=    relative_attention_max_distance
           lowercase__									=    d_kv







       @classmethod
       def 				_a   (					cls  ,UpperCAmelCase_  ,**UpperCAmelCase_   )	->				"PretrainedConfig":
           cls._set_token_in_kwargs(UpperCAmelCase_   )

           lowercase__							,							lowercase__									=    cls.get_config_dict(UpperCAmelCase_  ,**UpperCAmelCase_   )

           # get the vision config dict if we are loading from Pix2StructConfig
           if config_dict.get("model_type"   ) == "pix2struct":
               lowercase__									=    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(UpperCAmelCase_  ,**UpperCAmelCase_   )





class 					snake_case			(UpperCamelCase ):
       lowerCAmelCase__	:List[Any]     =       "pix2struct"
       lowerCAmelCase__	:Any     =       True



       def __init__(					self  ,UpperCAmelCase_=None  ,UpperCAmelCase_=None  ,UpperCAmelCase_=1.0  ,UpperCAmelCase_=0.02  ,UpperCAmelCase_=False  ,UpperCAmelCase_=False  ,UpperCAmelCase_=True  ,**UpperCAmelCase_  ,)	->				Tuple:
           super().__init__(tie_word_embeddings=UpperCAmelCase_  ,is_encoder_decoder=UpperCAmelCase_  ,**UpperCAmelCase_   )

           if text_config is None:
               lowercase__									=    {}
               logger.info("text_config is None. Initializing the Pix2StructTextConfig with default values."   )

           if vision_config is None:
               lowercase__									=    {}
               logger.info("vision_config is None. Initializing the Pix2StructVisionConfig with default values."   )

           lowercase__									=    PixaStructTextConfig(**UpperCAmelCase_   )
           lowercase__									=    PixaStructVisionConfig(**UpperCAmelCase_   )

           lowercase__									=    self.text_config.decoder_start_token_id
           lowercase__									=    self.text_config.pad_token_id
           lowercase__									=    self.text_config.eos_token_id

           lowercase__									=    initializer_factor
           lowercase__									=    initializer_range

           lowercase__									=    self.initializer_range
           lowercase__									=    self.initializer_range

           lowercase__									=    is_vqa



       @classmethod
       def 				_a   (					cls  ,UpperCAmelCase_  ,UpperCAmelCase_  ,**UpperCAmelCase_   )	->				int:
           return cls(text_config=text_config.to_dict()  ,vision_config=vision_config.to_dict()  ,**UpperCAmelCase_   )







       def 				_a   (					self   )	->				List[str]:
           lowercase__									=    copy.deepcopy(self.__dict__   )
           lowercase__									=    self.text_config.to_dict()
           lowercase__									=    self.vision_config.to_dict()
           lowercase__									=    self.__class__.model_type
           return output









'''simple docstring'''





def 							lowerCamelCase	(					):





    '''simple docstring'''


    return [list(range(1_000 - i  ,-1_000 - i  ,-1							)							) for i in range(1_000							)]


SCREAMING_SNAKE_CASE__          =  generate_large_matrix()
SCREAMING_SNAKE_CASE__          =  (
    [[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 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    assert all(row == sorted(_snake_case  ,reverse=_snake_case							) for row in grid							)
    assert all(list(_snake_case							) == sorted(_snake_case  ,reverse=_snake_case							) for col in zip(*_snake_case							)							)




def 							lowerCamelCase	(					_snake_case	:    list[int]							):





    '''simple docstring'''


    lowercase__									=    0
    lowercase__									=    len(_snake_case							) - 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:
        lowercase__									=    (left + right) // 2
        lowercase__									=    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:
            lowercase__									=    mid + 1
        else:
            lowercase__									=    mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
    return len(_snake_case							)




def 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    lowercase__									=    0
    lowercase__									=    len(grid[0]							)

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




def 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    return len([number for row in grid for number in row if number < 0]							)




def 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    lowercase__									=    0
    for row in grid:
        for i, number in enumerate(_snake_case							):
            if number < 0:
                total += len(_snake_case							) - i
                break
    return total




def 							lowerCamelCase	(					):





    '''simple docstring'''


    from timeit import timeit

    print("Running benchmarks"							)
    lowercase__									=    (
        "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
    ):
        lowercase__									=    timeit(f'''{func}(grid=grid)'''  ,setup=_snake_case  ,number=500							)
        print(f'''{func}() took {time:0.4f} seconds'''							)


if __name__ == "__main__":
 import doctest

 doctest.testmod()
 benchmark()




