code: def test_invalid_random_state_generator():
      rs = RandomState(1234)
      with pytest.raises(ValueError):
          IIDBootstrap(np.empty(100), random_state=rs, seed=123)
      with pytest.raises(TypeError, match="generator keyword argument"):
          IIDBootstrap(np.empty(100), seed="123")
      bs = IIDBootstrap(np.empty(100))
      with pytest.raises(TypeError):
          with pytest.warns(FutureWarning):
              bs.seed("1234")
  
imports: from __future__ import annotations
  import copy
  from typing import Callable, NamedTuple
  import warnings
  import numpy
  from numpy.random import RandomState
  from numpy.testing import assert_allclose, assert_equal
  import pandas
  from pandas.testing import assert_frame_equal, assert_series_equal
  import pytest
  import scipy.stats
  from arch.bootstrap import CircularBlockBootstrap, IIDBootstrap, IndependentSamplesBootstrap, MovingBlockBootstrap, StationaryBootstrap
  from arch.bootstrap._samplers_python import stationary_bootstrap_sample
  from arch.bootstrap._samplers_python import stationary_bootstrap_sample_python
  from arch.bootstrap.base import _loo_jackknife
  from arch.utility.exceptions import StudentizationError
label_desc: Use image node_id 41 for calling a global function with example usage: test_invalid_random_state_generator() without return types