code: def test_auto_restart_failure_immediate_after_restart(self):
      # Test the case when worker-0 fails immediately after worker-1 restarts.
  
      def fn():
          time.sleep(5)
  
      mpr = multi_process_runner.MultiProcessRunner(
          fn,
          multi_worker_test_base.create_cluster_spec(
              has_chief=False, num_workers=2
          ),
          auto_restart=True,
      )
      mpr.start()
      pid = mpr.get_process_id("worker", 1)
      mpr.terminate("worker", 1)
      while mpr.get_process_id("worker", 1) == pid:
          time.sleep(0.1)
      mpr.terminate("worker", 0)
      mpr.join(timeout=20)
  
imports: import ctypes
  import json
  import os
  import sys
  import threading
  import time
  import unittest
  from absl import logging
  from absl.testing import parameterized
  from tensorflow.python.distribute import combinations
  from tensorflow.python.distribute import multi_process_runner
  from tensorflow.python.distribute import multi_worker_test_base
  from tensorflow.python.eager import context
  from tensorflow.python.eager import test
label_desc: Use image node_id 22 for calling the MultiProcessRunnerTest obj's underlying member method code with example usage: obj.test_auto_restart_failure_immediate_after_restart() without return types