code: def test_dimension_bounds(dimension, bounds: tuple):
      err = r"Lower bound \({}\) must be less than the upper bound \({}\)".format(
          *bounds
      )
      with pytest.raises(ValueError, match=err):
          dimension(*bounds)
  
imports: from hyperparameter_hunter.optimization.backends.skopt.engine import Optimizer
  from hyperparameter_hunter.space.dimensions import Real, Integer, Categorical
  from hyperparameter_hunter.space.space_core import Space, check_dimension, normalize_dimensions
  import numbers
  import numpy
  import pytest
  from sklearn.utils.testing import assert_array_almost_equal, assert_array_equal, assert_equal
label_desc: Use image node_id 23 for calling a global function with example usage: test_dimension_bounds(dimension, bounds) without return types