code: def _UpdateExpectedDict(expected_dict):
      """Update the expected dictionary of TFAPIObject protos.
  
      Given an expected dictionary of TFAPIObject protos, update it such that it
      conforms to the Python 3.11 API.
  
      Args:
        expected_dict: a dict of TFAPIObject protos constructed from golden files.
  
      Returns:
        A modified expected_dict that conforms to the Python 3.11 API.
      """
      for key in expected_dict:
          module_or_class = None
          if expected_dict[key].HasField("tf_module"):
              module_or_class = expected_dict[key].tf_module
          elif expected_dict[key].HasField("tf_class"):
              module_or_class = expected_dict[key].tf_class
              instances = " ".join(module_or_class.is_instance)
              if "exceptions" in instances or "TypeError" in instances:
                  # BaseException has a new method, add_note()
                  module_or_class.member_method.add(name="add_note")
              elif (
                  "AutoShardPolicy" in instances
                  or "ShardingPolicy" in instances
                  or "PaddingSpec" in instances
              ):
                  # For classes that inherit from enum.IntEnum, the TFAPIObject protos
                  # constructed using the TF package have these additional members and
                  # methods. So we need to add them to the golden files as well.
                  for (
                      member_name,
                      member_type,
                  ) in _PY311_INT_ENUM_MEMBERS:
                      module_or_class.member.add(
                          name=member_name, mtype=member_type
                      )
                  for method_name, argspec in _PY311_INT_ENUM_METHODS:
                      module_or_class.member_method.add(
                          name=method_name, argspec=argspec
                      )
  
          if module_or_class is not None:
              # Update member types that have changed in Python 3.11
              for member in module_or_class.member:
                  if member.mtype in _PY311_UPDATED_MEMBER_TYPES:
                      member.mtype = _PY311_UPDATED_MEMBER_TYPES[
                          member.mtype
                      ]
  
      return expected_dict
  
imports: import argparse
  import os
  import re
  import sys
  import tensorflow
  from google.protobuf import message
  from google.protobuf import text_format
  from tensorflow.python.lib.io import file_io
  from tensorflow.python.platform import resource_loader
  from tensorflow.python.platform import test
  from tensorflow.python.platform import tf_logging
  from tensorflow.tools.api.lib import api_objects_pb2
  from tensorflow.tools.api.lib import python_object_to_proto_visitor
  from tensorflow.tools.common import public_api
  from tensorflow.tools.common import traverse
label_desc: Use image node_id 11 for calling a global function with example usage: _UpdateExpectedDict(expected_dict) and returns: expected_dict