

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


lowerCamelCase_    =					logging.get_logger(__name__)

lowerCamelCase_    =					{
    '''ZinengTang/tvlt-base''': '''https://huggingface.co/ZinengTang/tvlt-base/blob/main/config.json''',
}







class  __lowerCamelCase				(	__snake_case	):
      lowerCamelCase_	:      Union[str, Any]          =					'tvlt'







      def __init__(     self							,  lowerCamelCase=224							,  lowerCamelCase=2048							,  lowerCamelCase=128							,  lowerCamelCase=[16, 16]							,  lowerCamelCase=[16, 16]							,  lowerCamelCase=3							,  lowerCamelCase=1							,  lowerCamelCase=8							,  lowerCamelCase=768							,  lowerCamelCase=12							,  lowerCamelCase=12							,  lowerCamelCase=3072							,  lowerCamelCase="gelu"							,  lowerCamelCase=0.0							,  lowerCamelCase=0.0							,  lowerCamelCase=0.02							,  lowerCamelCase=1e-6							,  lowerCamelCase=True							,  lowerCamelCase=False							,  lowerCamelCase=16							,  lowerCamelCase=512							,  lowerCamelCase=8							,  lowerCamelCase=2048							,  lowerCamelCase=0.75							,  lowerCamelCase=0.15							,  lowerCamelCase="frame-level"							,  lowerCamelCase=True							,  lowerCamelCase=True							,  lowerCamelCase="classification"							,  **lowerCamelCase							,  )						->       Tuple:
        super().__init__(**lowerCamelCase   )

        if audio_mask_type not in ("frame-level", "patch_level"):
          raise ValueError(
              """audio_mask_type must be one of two acceptable strategies - {'frame_level', 'patch-level') """
              f'''got {audio_mask_type}'''   )

        snake_case_       						=      image_size
        snake_case_       						=      spectrogram_length
        snake_case_       						=      frequency_length
        snake_case_       						=      image_patch_size
        snake_case_       						=      audio_patch_size
        snake_case_       						=      num_image_channels
        snake_case_       						=      num_audio_channels
        snake_case_       						=      num_frames

        snake_case_       						=      hidden_size
        snake_case_       						=      num_hidden_layers
        snake_case_       						=      num_attention_heads
        snake_case_       						=      intermediate_size
        snake_case_       						=      hidden_act
        snake_case_       						=      hidden_dropout_prob
        snake_case_       						=      attention_probs_dropout_prob
        snake_case_       						=      initializer_range
        snake_case_       						=      layer_norm_eps
        snake_case_       						=      qkv_bias
        snake_case_       						=      use_mean_pooling

        snake_case_       						=      decoder_num_attention_heads
        snake_case_       						=      decoder_hidden_size
        snake_case_       						=      decoder_num_hidden_layers
        snake_case_       						=      decoder_intermediate_size
        snake_case_       						=      pixel_mask_ratio
        snake_case_       						=      audio_mask_ratio
        snake_case_       						=      audio_mask_type

        snake_case_       						=      task_matching
        snake_case_       						=      task_mae
        snake_case_       						=      loss_type

'''simple docstring'''
def 						A_(			A		:						list[list[int]]):
							if len(A) == 0 or not all(len(A) == 2 for pair in coordinates):
														raise ValueError('The program cannot work out a fitting polynomial.')

							if len({tuple(A) for pair in coordinates}) != len(A):
														raise ValueError('The program cannot work out a fitting polynomial.')

							UpperCamelCase					       =			{x for x, _ in coordinates}
							if len(A) == 1:
														return f'''x={coordinates[0][0]}'''

							if len(A) != len(A):
														raise ValueError('The program cannot work out a fitting polynomial.')

							UpperCamelCase					       =			len(A)

							UpperCamelCase					       =			0
							UpperCamelCase					       =			[]
							# put the x and x to the power values in a matrix
							while count_of_line < x:
														UpperCamelCase					       =			0
														UpperCamelCase					       =			coordinates[count_of_line][0]
														UpperCamelCase					       =			[]
														while count_in_line < x:
																					count_line.append(a ** (x - (count_in_line + 1)))
																					count_in_line += 1
														matrix.append(A)
														count_of_line += 1

							UpperCamelCase					       =			0
							# put the y values into a vector
							UpperCamelCase					       =			[]
							while count_of_line < x:
														vector.append(coordinates[count_of_line][1])
														count_of_line += 1

							UpperCamelCase					       =			0

							while count < x:
														UpperCamelCase					       =			0
														while zahlen < x:
																					if count == zahlen:
																												zahlen += 1
																					if zahlen == x:
																												break
																					UpperCamelCase					       =			matrix[zahlen][count] / matrix[count][count]
																					for counting_columns, item in enumerate(matrix[count]):
																												# manipulating all the values in the matrix
																												matrix[zahlen][counting_columns] -= item * bruch
																					# manipulating the values in the vector
																					vector[zahlen] -= vector[count] * bruch
																					zahlen += 1
														count += 1

							UpperCamelCase					       =			0
							# make solutions
							UpperCamelCase					       =			[]
							while count < x:
														solution.append(str(vector[count] / matrix[count][count]))
														count += 1

							UpperCamelCase					       =			0
							UpperCamelCase					       =			'f(x)='

							while count < x:
														UpperCamelCase					       =			solution[count].split('E')
														if len(A) > 1:
																					UpperCamelCase					       =			f'''{remove_e[0]}*10^{remove_e[1]}'''
														solved += f'''x^{x - (count + 1)}*{solution[count]}'''
														if count + 1 != x:
																					solved += "+"
														count += 1

							return solved


if __name__ == "__main__":
						print(points_to_polynomial([]))
						print(points_to_polynomial([[]]))
						print(points_to_polynomial([[1, 0], [2, 0], [3, 0]]))
						print(points_to_polynomial([[1, 1], [2, 1], [3, 1]]))
						print(points_to_polynomial([[1, 3], [2, 3], [3, 3]]))
						print(points_to_polynomial([[1, 1], [2, 2], [3, 3]]))
						print(points_to_polynomial([[1, 1], [2, 4], [3, 9]]))
						print(points_to_polynomial([[1, 3], [2, 6], [3, 11]]))
						print(points_to_polynomial([[1, -3], [2, -6], [3, -11]]))
						print(points_to_polynomial([[1, 5], [2, 2], [3, 9]]))




