


from timeit import timeit






def 							__lowercase       (			__lowerCAmelCase							:    int       ):






							"""simple docstring"""




							if number < 0:
														raise ValueError('the value of input must not be negative'       )
							a__					=					0
							while number:
														number &= number - 1
														result += 1
							return result






def 							__lowercase       (			__lowerCAmelCase							:    int       ):






							"""simple docstring"""




							if number < 0:
														raise ValueError('the value of input must not be negative'       )
							a__					=					0
							while number:
														if number % 2 == 1:
																					result += 1
														number >>= 1
							return result






def 							__lowercase       (			):






							"""simple docstring"""




							def do_benchmark(__lowerCAmelCase							:    int       ) -> None:
														a__					=					'import __main__ as z'
														print(F'Benchmark when {number = }:'       )
														print(F'{get_set_bits_count_using_modulo_operator(__lowerCAmelCase       ) = }'       )
														a__					=					timeit('z.get_set_bits_count_using_modulo_operator(25)' ,   setup=__lowerCAmelCase       )
														print(F'timeit() runs in {timing} seconds'       )
														print(F'{get_set_bits_count_using_brian_kernighans_algorithm(__lowerCAmelCase       ) = }'       )
														a__					=					timeit(
														    'z.get_set_bits_count_using_brian_kernighans_algorithm(25)' ,   setup=__lowerCAmelCase ,   )
														print(F'timeit() runs in {timing} seconds'       )

							for number in (2_5, 3_7, 5_8, 0):
														do_benchmark(__lowerCAmelCase       )
														print()


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						benchmark()








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


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

snake_case							:	Union[str, Any]					      =				{
    '''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 	snake_case_       (lowerCamelCase_				):
					UpperCAmelCase__ :   Dict   				=      '''visual_bert'''
					def __init__(				self       :Optional[int]      ,__snake_case       :Any=3_05_22      ,__snake_case       :str=7_68      ,__snake_case       :Any=5_12      ,__snake_case       :Any=12      ,__snake_case       :int=12      ,__snake_case       :str=30_72      ,__snake_case       :int="gelu"      ,__snake_case       :Optional[int]=0.1      ,__snake_case       :str=0.1      ,__snake_case       :Union[str, Any]=5_12      ,__snake_case       :Tuple=2      ,__snake_case       :Union[str, Any]=0.02      ,__snake_case       :Optional[Any]=1E-12      ,__snake_case       :Optional[Any]=False      ,__snake_case       :int=True      ,__snake_case       :Any=1      ,__snake_case       :Optional[int]=0      ,__snake_case       :Tuple=2      ,**__snake_case       :Any      ,) ->   Union[str, Any]:
												super().__init__(pad_token_id=__snake_case      ,bos_token_id=__snake_case      ,eos_token_id=__snake_case      ,**__snake_case				)

												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




