


'''simple docstring'''







from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowerCAmelCase    :     Dict					=						logging.get_logger(__name__)

lowerCAmelCase    :     Tuple					=						{
    """microsoft/beit-base-patch16-224-pt22k""": (
        """https://huggingface.co/microsoft/beit-base-patch16-224-pt22k/resolve/main/config.json"""
    ),
    # See all BEiT models at https://huggingface.co/models?filter=beit
}
class 	UpperCamelCase__					( _a	):



     """simple docstring"""






     __magic_name__    			=    """beit"""







     def __init__( self      ,	snake_case__=8192      ,	snake_case__=768      ,	snake_case__=12      ,	snake_case__=12      ,	snake_case__=3072      ,	snake_case__="gelu"      ,	snake_case__=0.0      ,	snake_case__=0.0      ,	snake_case__=0.02      ,	snake_case__=1E-12      ,	snake_case__=224      ,	snake_case__=16      ,	snake_case__=3      ,	snake_case__=False      ,	snake_case__=False      ,	snake_case__=False      ,	snake_case__=False      ,	snake_case__=0.1      ,	snake_case__=0.1      ,	snake_case__=True      ,	snake_case__=[3, 5, 7, 11]      ,	snake_case__=[1, 2, 3, 6]      ,	snake_case__=True      ,	snake_case__=0.4      ,	snake_case__=256      ,	snake_case__=1      ,	snake_case__=False      ,	snake_case__=255      ,	**snake_case__      ,	):

            '''simple docstring'''

            super().__init__(**snake_case_   )

            _lowerCAmelCase    :							Tuple   			=       vocab_size
            _lowerCAmelCase    :							str   			=       hidden_size
            _lowerCAmelCase    :							List[str]   			=       num_hidden_layers
            _lowerCAmelCase    :							str   			=       num_attention_heads
            _lowerCAmelCase    :							List[str]   			=       intermediate_size
            _lowerCAmelCase    :							Union[str, Any]   			=       hidden_act
            _lowerCAmelCase    :							Optional[int]   			=       hidden_dropout_prob
            _lowerCAmelCase    :							Union[str, Any]   			=       attention_probs_dropout_prob
            _lowerCAmelCase    :							Dict   			=       initializer_range
            _lowerCAmelCase    :							Optional[int]   			=       layer_norm_eps

            _lowerCAmelCase    :							Any   			=       image_size
            _lowerCAmelCase    :							Tuple   			=       patch_size
            _lowerCAmelCase    :							Optional[Any]   			=       num_channels
            _lowerCAmelCase    :							Optional[Any]   			=       use_mask_token
            _lowerCAmelCase    :							Union[str, Any]   			=       use_absolute_position_embeddings
            _lowerCAmelCase    :							Any   			=       use_relative_position_bias
            _lowerCAmelCase    :							Optional[Any]   			=       use_shared_relative_position_bias
            _lowerCAmelCase    :							Dict   			=       layer_scale_init_value
            _lowerCAmelCase    :							Optional[int]   			=       drop_path_rate
            _lowerCAmelCase    :							Tuple   			=       use_mean_pooling
            # decode head attributes (semantic segmentation)
            _lowerCAmelCase    :							str   			=       out_indices
            _lowerCAmelCase    :							Optional[Any]   			=       pool_scales
            # auxiliary head attributes (semantic segmentation)
            _lowerCAmelCase    :							List[str]   			=       use_auxiliary_head
            _lowerCAmelCase    :							Optional[Any]   			=       auxiliary_loss_weight
            _lowerCAmelCase    :							Any   			=       auxiliary_channels
            _lowerCAmelCase    :							str   			=       auxiliary_num_convs
            _lowerCAmelCase    :							Optional[int]   			=       auxiliary_concat_input
            _lowerCAmelCase    :							Optional[int]   			=       semantic_loss_ignore_index
class 	UpperCamelCase__					( _a	):



     """simple docstring"""






     __magic_name__    			=    version.parse("1.11"	)







     @property
     def a	( self   ):

            '''simple docstring'''

            return OrderedDict(
                [
                    ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
                ]   )







     @property
     def a	( self   ):

            '''simple docstring'''

            return 1E-4





'''simple docstring'''







from collections import Counter
from timeit import timeit






def 			lowercase				(_A = ""   ,						):







       """simple docstring"""







       return sum(c % 2 for c in Counter(input_str.replace(' '   ,						''					).lower()					).values()					) < 2






def 			lowercase				(_A = ""					):







       """simple docstring"""







       if len(_A					) == 0:
              return True
       _lowerCAmelCase    :							Union[str, Any]   			=       input_str.replace(' '   ,						''					).lower()
       # character_freq_dict: Stores the frequency of every character in the input string
       _lowerCAmelCase    :							dict[str, int]   			=       {}

       for character in lower_case_input_str:
              _lowerCAmelCase    :							Union[str, Any]   			=       character_freq_dict.get(_A   ,						0					) + 1
       _lowerCAmelCase    :							List[Any]   			=       0

       for character_count in character_freq_dict.values():
              if character_count % 2:
                     odd_char += 1
       if odd_char > 1:
              return False
       return True






def 			lowercase				(_A = ""					):







       """simple docstring"""







       print('\nFor string = '   ,						_A   ,						':'					)
       print(
           '> can_string_be_rearranged_as_palindrome_counter()'   ,						'\tans ='   ,						can_string_be_rearranged_as_palindrome_counter(_A					)   ,						'\ttime ='   ,						timeit(
               'z.can_string_be_rearranged_as_palindrome_counter(z.check_str)'   ,						setup='import __main__ as z'   ,						)   ,						'seconds'   ,						)
       print(
           '> can_string_be_rearranged_as_palindrome()'   ,						'\tans ='   ,						can_string_be_rearranged_as_palindrome(_A					)   ,						'\ttime ='   ,						timeit(
               'z.can_string_be_rearranged_as_palindrome(z.check_str)'   ,						setup='import __main__ as z'   ,						)   ,						'seconds'   ,						)


if __name__ == "__main__":
       lowerCAmelCase    :     Tuple					=						input(
           """Enter string to determine if it can be rearranged as a palindrome or not: """
       ).strip()
       benchmark(check_str)
       lowerCAmelCase    :     Optional[Any]					=						can_string_be_rearranged_as_palindrome_counter(check_str)
       print(F'''{check_str} can {"" if status else "not "}be rearranged as a palindrome''')

