





"""simple docstring"""


def      UpperCamelCase							(SCREAMING_SNAKE_CASE     ):
						UpperCamelCase				:		List[str]				   =			len(SCREAMING_SNAKE_CASE     )
						UpperCamelCase				:		Dict				   =			len(matrix[0]     )
						UpperCamelCase				:		str				   =			min(SCREAMING_SNAKE_CASE							,     SCREAMING_SNAKE_CASE     )

						for row in range(SCREAMING_SNAKE_CASE     ):
												# Check if diagonal element is not zero
												if matrix[row][row] != 0:
																		# Eliminate all the elements below the diagonal
																		for col in range(row + 1							,     SCREAMING_SNAKE_CASE     ):
																								UpperCamelCase				:		List[Any]				   =			matrix[col][row] / matrix[row][row]
																								for i in range(SCREAMING_SNAKE_CASE							,     SCREAMING_SNAKE_CASE     ):
																														matrix[col][i] -= multiplier * matrix[row][i]
												else:
																		# Find a non-zero diagonal element to swap rows
																		UpperCamelCase				:		Union[str, Any]				   =			True
																		for i in range(row + 1							,     SCREAMING_SNAKE_CASE     ):
																								if matrix[i][row] != 0:
																														UpperCamelCase   ,						UpperCamelCase				:		Union[str, Any]				   =			matrix[i], matrix[row]
																														UpperCamelCase				:		Any				   =			False
																														break
																		if reduce:
																								rank -= 1
																								for i in range(SCREAMING_SNAKE_CASE     ):
																														UpperCamelCase				:		Dict				   =			matrix[i][rank]

            # Reduce the row pointer by one to stay on the same row
																		row -= 1

						return rank


if __name__ == "__main__":
		import doctest

		doctest.testmod()










from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_A					:				List[str]				=			{"""configuration_wavlm""": ["""WAVLM_PRETRAINED_CONFIG_ARCHIVE_MAP""", """WavLMConfig"""]}

try:
  if not is_torch_available():
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  pass
else:
  _A					:				Dict				=			[
      """WAVLM_PRETRAINED_MODEL_ARCHIVE_LIST""",
      """WavLMForAudioFrameClassification""",
      """WavLMForCTC""",
      """WavLMForSequenceClassification""",
      """WavLMForXVector""",
      """WavLMModel""",
      """WavLMPreTrainedModel""",
  ]

if TYPE_CHECKING:
  from .configuration_wavlm import WAVLM_PRETRAINED_CONFIG_ARCHIVE_MAP, WavLMConfig

  try:
    if not is_torch_available():
      raise OptionalDependencyNotAvailable()
  except OptionalDependencyNotAvailable:
    pass
  else:
    from .modeling_wavlm import (
        WAVLM_PRETRAINED_MODEL_ARCHIVE_LIST,
        WavLMForAudioFrameClassification,
        WavLMForCTC,
        WavLMForSequenceClassification,
        WavLMForXVector,
        WavLMModel,
        WavLMPreTrainedModel,
    )

else:
  import sys

  _A					:				List[Any]				=			_LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)
