





import sys


def     lowerCamelCase_	(      lowerCAmelCase:	Any				)->		str:
  _snake_case   :				Optional[Any]														=	len(lowerCAmelCase				)
  _snake_case   :				Dict														=	[[0 for x in range(lowerCAmelCase				)] for x in range(lowerCAmelCase				)]
  _snake_case   :				Dict														=	[[0 for x in range(lowerCAmelCase				)] for x in range(lowerCAmelCase				)]

  for chain_length in range(2    ,							lowerCAmelCase				):
    for a in range(1    ,							n - chain_length + 1				):
      _snake_case   :				int														=	a + chain_length - 1

      _snake_case   :				Tuple														=	sys.maxsize
      for c in range(lowerCAmelCase    ,							lowerCAmelCase				):
        _snake_case   :				Dict														=	(
            matrix[a][c] + matrix[c + 1][b] + array[a - 1] * array[c] * array[b]
        )
        if cost < matrix[a][b]:
          _snake_case   :				List[str]														=	cost
          _snake_case   :				int														=	c
  return matrix, sol


def     lowerCamelCase_	(      lowerCAmelCase:	int    ,							lowerCAmelCase:	List[Any]    ,							lowerCAmelCase:	Tuple				)->		List[str]:
  if i == j:
    print('A' + str(lowerCAmelCase				)    ,							end=' '				)
  else:
    print('('    ,							end=' '				)
    print_optiomal_solution(lowerCAmelCase    ,							lowerCAmelCase    ,							optimal_solution[i][j]				)
    print_optiomal_solution(lowerCAmelCase    ,							optimal_solution[i][j] + 1    ,							lowerCAmelCase				)
    print(')'    ,							end=' '				)


def     lowerCamelCase_	(      )->		List[str]:
  _snake_case   :				int														=	[30, 35, 15, 5, 10, 20, 25]
  _snake_case   :				Optional[Any]														=	len(lowerCAmelCase				)
  # Size of matrix created from above array will be
  # 30*35 35*15 15*5 5*10 10*20 20*25
  _snake_case							,					_snake_case   :				Dict														=	matrix_chain_order(lowerCAmelCase				)

  print('No. of Operation required: ' + str(matrix[1][n - 1]				)				)
  print_optiomal_solution(lowerCAmelCase    ,							1    ,							n - 1				)


if __name__ == "__main__":
      main()











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


lowerCAmelCase_						   =    logging.get_logger(__name__)

lowerCAmelCase_						   =    {
    """MIT/ast-finetuned-audioset-10-10-0.4593""": (
        """https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json"""
    ),
}



class        _lowerCAmelCase    (			UpperCAmelCase_							):


  '''simple docstring'''
  a_							:       Tuple      					="""audio-spectrogram-transformer"""







  def __init__(      self      :					List[Any]      ,				UpperCamelCase      :					Union[str, Any]=7_68      ,				UpperCamelCase      :					int=12      ,				UpperCamelCase      :					str=12      ,				UpperCamelCase      :					Tuple=30_72      ,				UpperCamelCase      :					Optional[Any]="gelu"      ,				UpperCamelCase      :					Any=0.0      ,				UpperCamelCase      :					Dict=0.0      ,				UpperCamelCase      :					List[Any]=0.02      ,				UpperCamelCase      :					Dict=1e-1_2      ,				UpperCamelCase      :					str=16      ,				UpperCamelCase      :					List[Any]=True      ,				UpperCamelCase      :					Any=10      ,				UpperCamelCase      :					Optional[int]=10      ,				UpperCamelCase      :					int=10_24      ,				UpperCamelCase      :					Optional[Any]=1_28      ,				**UpperCamelCase      :					Optional[Any]      ,				):


    '''simple docstring'''





    super().__init__(**UpperCamelCase							)

    _snake_case   :				Tuple														=	hidden_size
    _snake_case   :				str														=	num_hidden_layers
    _snake_case   :				Optional[Any]														=	num_attention_heads
    _snake_case   :				Optional[Any]														=	intermediate_size
    _snake_case   :				Optional[Any]														=	hidden_act
    _snake_case   :				List[str]														=	hidden_dropout_prob
    _snake_case   :				Union[str, Any]														=	attention_probs_dropout_prob
    _snake_case   :				Any														=	initializer_range
    _snake_case   :				List[str]														=	layer_norm_eps
    _snake_case   :				int														=	patch_size
    _snake_case   :				List[str]														=	qkv_bias
    _snake_case   :				int														=	frequency_stride
    _snake_case   :				List[Any]														=	time_stride
    _snake_case   :				List[Any]														=	max_length
    _snake_case   :				List[str]														=	num_mel_bins




