code: def test_create_defaults_and_kwargs_from_preprocessor_kwargs_does_not_mutate_preprecessor_kwargs(
      self,
  ):
      preprocessor_kwargs = get_random_dict_of_strings()
      clone = copy.deepcopy(preprocessor_kwargs)
      TaskProcessorsManager.get_task_processor_class_for_task(
          self.TASK_NAME
      )(self.CONFIG, self.PREPROCESSOR, preprocessor_kwargs)
      self.assertDictEqual(preprocessor_kwargs, clone)
  
imports: import copy
  import random
  import string
  from typing import TYPE_CHECKING, Any, Dict, Tuple, Union
  from unittest import TestCase
  from datasets import DatasetDict
  from transformers import AutoConfig, AutoFeatureExtractor, AutoTokenizer
  from optimum.utils.preprocessing import TaskProcessorsManager
label_desc: Use image node_id 4 for calling the TaskProcessorTestBase obj's underlying member method code with example usage: obj.test_create_defaults_and_kwargs_from_preprocessor_kwargs_does_not_mutate_preprecessor_kwargs() without return types