code: def predict(self, X: np.ndarray) -> np.ndarray:
      X = shape_into_2d(X)
      return shape_into_2d(
          self._auto_gluon_model.predict(
              pd.DataFrame(X, columns=self._feature_names)
          ).to_numpy()
      )
  
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 3 for calling the _AutoGluonModel obj's underlying member method code with example usage: obj.predict(X) and returns: shape_into_2d