code: def __init__(self, target_dim, random_state=None):
      self.target_dim = target_dim
      self.random_state = random_state
      self.preprocessor = None
  
file_path: auto-sklearn/autosklearn/pipeline/components/feature_preprocessing/truncatedSVD.py
imports: from typing import Optional
  from ConfigSpace.configuration_space import ConfigurationSpace
  from ConfigSpace.hyperparameters import UniformIntegerHyperparameter
  from autosklearn.askl_typing import FEAT_TYPE_TYPE
  from autosklearn.pipeline.components.base import AutoSklearnPreprocessingAlgorithm
  from autosklearn.pipeline.constants import DENSE, INPUT, SPARSE, UNSIGNED_DATA
label_desc: Use image node_id 1 to create a new TruncatedSVD object from inherited base classes: AutoSklearnPreprocessingAlgorithm with example: obj = TruncatedSVD(target_dim, random_state)