code: def __init__(self, **auto_gluon_parameters) -> None:
      super().__init__(**auto_gluon_parameters)
  
imports: from typing import Any, Dict, List, Optional
  import numpy
  import pandas
  from autogluon import tabular
  from autogluon.tabular.configs.hyperparameter_configs import get_hyperparameter_config
  from packaging import version
  from dowhy.gcm.ml import ClassificationModel, PredictionModel
  from dowhy.gcm.util.general import shape_into_2d
label_desc: Use image node_id 1 to create a new AutoGluonRegressor object from inherited base classes: _AutoGluonModel with example: obj = AutoGluonRegressor()