code: def test_pass_random_state():
      x = np.arange(1000)
      rs = RandomState(0)
      with pytest.warns(FutureWarning):
          IIDBootstrap(x, random_state=rs)
  
      with pytest.raises(TypeError):
          IIDBootstrap(x, random_state="0")
  
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 28 for calling a global function with example usage: test_pass_random_state() without return types