code: def set_hyperparameters(
      self,
      configuration,
      feat_type: Optional[FEAT_TYPE_TYPE] = None,
      init_params=None,
  ):
      new_params = {}
  
      params = configuration.get_dictionary()
      choice = params["__choice__"]
      del params["__choice__"]
  
      for param, value in params.items():
          param = param.replace(choice, "").replace(":", "")
          new_params[param] = value
  
      if init_params is not None:
          for param, value in init_params.items():
              param = param.replace(choice, "").replace(":", "")
              new_params[param] = value
  
      new_params["random_state"] = self.random_state
  
      self.new_params = new_params
      self.choice = self.get_components()[choice](**new_params)
  
      return self
  
imports: from typing import Dict, Optional
  import importlib
  import inspect
  import pkgutil
  import sys
  from collections import OrderedDict
  from sklearn.base import BaseEstimator, TransformerMixin
  from autosklearn.askl_typing import FEAT_TYPE_TYPE
  from autosklearn.pipeline.constants import SPARSE
label_desc: Use image node_id 4 for calling the AutoSklearnChoice obj's underlying member method code with example usage: obj.set_hyperparameters(configuration, feat_type, init_params) and returns: self