



'''simple docstring'''







import numpy as np  # noqa: E402

from ...configuration_utils import ConfigMixin, register_to_config
from ...schedulers.scheduling_utils import SchedulerMixin


try:
		import librosa  # noqa: E402

		_UpperCamelCase  						=			True
		_UpperCamelCase  						=			""
except Exception as e:
		_UpperCamelCase  						=			False
		_UpperCamelCase  						=			(
		    f'Cannot import librosa because {e}. Make sure to correctly install librosa to be able to install it.'
		)


from PIL import Image  # noqa: E402

class      lowerCamelCase__     (     _A,     _A				):






	'''simple docstring'''

	A__		=	'''mel_config.json'''




	@register_to_config
	def __init__(  self		:  Optional[int]   ,		__A		:  int = 256   ,		__A		:  int = 256   ,		__A		:  int = 2_2050   ,		__A		:  int = 2048   ,		__A		:  int = 512   ,		__A		:  int = 80   ,		__A		:  int = 32   ,		)     ->			Tuple:




								'''simple docstring'''





								lowerCAmelCase__  =   hop_length
								lowerCAmelCase__  =   sample_rate
								lowerCAmelCase__  =   n_fft
								lowerCAmelCase__  =   top_db
								lowerCAmelCase__  =   n_iter
								self.set_resolution(_lowerCAmelCase   ,		_lowerCAmelCase					)
								lowerCAmelCase__  =   None

								if not _librosa_can_be_imported:
															raise ValueError(_import_error					)




	def      lowercase__							(  self		:  List[str]   ,		__A		:  int   ,		__A		:  int					)     ->			int:




								'''simple docstring'''





								lowerCAmelCase__  =   x_res
								lowerCAmelCase__  =   y_res
								lowerCAmelCase__  =   self.y_res
								lowerCAmelCase__  =   self.x_res * self.hop_length - 1




	def      lowercase__							(  self		:  str   ,		__A		:  str = None   ,		__A		:  np.ndarray = None					)     ->			Dict:




								'''simple docstring'''





								if audio_file is not None:
															lowerCAmelCase__  =   librosa.load(_lowerCAmelCase   ,		mono=_lowerCAmelCase   ,		sr=self.sr					)
								else:
															lowerCAmelCase__  =   raw_audio

								# Pad with silence if necessary.
								if len(self.audio					) < self.x_res * self.hop_length:
															lowerCAmelCase__  =   np.concatenate([self.audio, np.zeros((self.x_res * self.hop_length - len(self.audio					),)					)]					)




	def      lowercase__							(  self		:  Tuple					)     ->			Any:




								'''simple docstring'''





								return len(self.audio					) // self.slice_size




	def      lowercase__							(  self		:  List[str]   ,		__A		:  int = 0					)     ->			List[str]:




								'''simple docstring'''





								return self.audio[self.slice_size * slice : self.slice_size * (slice + 1)]




	def      lowercase__							(  self		:  Optional[Any]					)     ->			List[str]:




								'''simple docstring'''





								return self.sr




	def      lowercase__							(  self		:  List[str]   ,		__A		:  int					)     ->			List[str]:




								'''simple docstring'''





								lowerCAmelCase__  =   librosa.feature.melspectrogram(
								    y=self.get_audio_slice(_lowerCAmelCase					)   ,		sr=self.sr   ,		n_fft=self.n_fft   ,		hop_length=self.hop_length   ,		n_mels=self.n_mels					)
								lowerCAmelCase__  =   librosa.power_to_db(_lowerCAmelCase   ,		ref=np.max   ,		top_db=self.top_db					)
								lowerCAmelCase__  =   (((log_S + self.top_db) * 255 / self.top_db).clip(0   ,		255					) + 0.5).astype(np.uinta					)
								lowerCAmelCase__  =   Image.fromarray(_lowerCAmelCase					)
								return image




	def      lowercase__							(  self		:  List[str]   ,		__A		:  Image.Image					)     ->			List[Any]:




								'''simple docstring'''





								lowerCAmelCase__  =   np.frombuffer(image.tobytes()   ,		dtype="""uint8"""					).reshape((image.height, image.width)					)
								lowerCAmelCase__  =   bytedata.astype("""float"""					) * self.top_db / 255 - self.top_db
								lowerCAmelCase__  =   librosa.db_to_power(_lowerCAmelCase					)
								lowerCAmelCase__  =   librosa.feature.inverse.mel_to_audio(
								    _lowerCAmelCase   ,		sr=self.sr   ,		n_fft=self.n_fft   ,		hop_length=self.hop_length   ,		n_iter=self.n_iter					)
								return audio











import decimal



def    UpperCAmelCase__	(  ):
  lowercase     :int   						=    0
  lowercase     :str   						=    decimal.Context(prec=105 )
  for i in range(2,      100 ):
    lowercase     :int   						=    decimal.Decimal(lowerCamelCase )
    lowercase     :str   						=    number.sqrt(lowerCamelCase )
    if len(str(lowerCamelCase ) ) > 1:
      answer += int(str(lowerCamelCase )[0] )
      lowercase     :int   						=    str(lowerCamelCase )[2:101]
      answer += sum(int(lowerCamelCase ) for x in sqrt_number_str )
  return answer


if __name__ == "__main__":
     import doctest

     doctest.testmod()
     print(f'''{solution() = }''')



