class_docstr: Parent class for bias mitigator classes.
  
  # Parameters
  
  requires_grad : `bool`, optional (default=`False`)
      Option to enable gradient calculation.
code: def _remove_component(
      self,
      embeddings: torch.Tensor,
      bias_direction: torch.Tensor,
      normalize: bool = False,
  ):
      return embeddings - self._proj(
          embeddings, bias_direction, normalize
      )
  
imports: import torch
  import numpy
  import scipy
  import sklearn
  from allennlp.common.checks import ConfigurationError
label_desc: Use image node_id 3 for calling the BiasMitigator obj's underlying member method code with example usage: obj._remove_component(embeddings, bias_direction, normalize) and returns: unknown