code: def test_bin_class_01(self):
      X = np.random.rand(self.rows, 3)
      X = pd.DataFrame(X, columns=[f"f{i}" for i in range(3)])
      y = np.random.randint(0, 2, self.rows)
  
      automl = AutoML(
          results_path=self.automl_dir,
          total_time_limit=1,
          algorithms=["Xgboost"],
          train_ensemble=False,
          explain_level=0,
          start_random_models=1,
      )
      automl.fit(X, y)
      pred = automl.predict(X)
  
      u = np.unique(pred)
      self.assertTrue(0 in u or 1 in u)
      self.assertTrue(len(u) <= 2)
  
imports: import os
  import unittest
  import json
  import numpy
  import pandas
  import shutil
  from supervised import AutoML
  from numpy.testing import assert_almost_equal
  from sklearn import datasets
  from supervised.exceptions import AutoMLException
  from supervised.algorithms.xgboost import additional
label_desc: Use image node_id 2 for calling the AutoMLTargetsTest obj's underlying member method code with example usage: obj.test_bin_class_01() without return types