code: def analyze_results(
      import_dict_objects: Dict[str, List[str]],
      type_hint_objects: Dict[str, List[str]],
  ) -> List[str]:
      """
      Analyze the differences between _import_structure objects and TYPE_CHECKING objects found in an init.
  
      Args:
          import_dict_objects (`Dict[str, List[str]]`):
              A dictionary mapping backend names (`"none"` for the objects independent of any specific backend) to
              list of imported objects.
          type_hint_objects (`Dict[str, List[str]]`):
              A dictionary mapping backend names (`"none"` for the objects independent of any specific backend) to
              list of imported objects.
  
      Returns:
          `List[str]`: The list of errors corresponding to mismatches.
      """
  
      def find_duplicates(seq):
          return [
              k for k, v in collections.Counter(seq).items() if v > 1
          ]
  
      # If one backend is missing from the other part of the init, error early.
      if list(import_dict_objects.keys()) != list(
          type_hint_objects.keys()
      ):
          return [
              "Both sides of the init do not have the same backends!"
          ]
  
      errors = []
      # Find all errors.
      for key in import_dict_objects.keys():
          # Duplicate imports in any half.
          duplicate_imports = find_duplicates(import_dict_objects[key])
          if duplicate_imports:
              errors.append(
                  f"Duplicate _import_structure definitions for: {duplicate_imports}"
              )
          duplicate_type_hints = find_duplicates(type_hint_objects[key])
          if duplicate_type_hints:
              errors.append(
                  f"Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}"
              )
  
          # Missing imports in either part of the init.
          if sorted(set(import_dict_objects[key])) != sorted(
              set(type_hint_objects[key])
          ):
              name = (
                  "base imports" if key == "none" else f"{key} backend"
              )
              errors.append(f"Differences for {name}:")
              for a in type_hint_objects[key]:
                  if a not in import_dict_objects[key]:
                      errors.append(
                          f"  {a} in TYPE_HINT but not in _import_structure."
                      )
              for a in import_dict_objects[key]:
                  if a not in type_hint_objects[key]:
                      errors.append(
                          f"  {a} in _import_structure but not in TYPE_HINT."
                      )
      return errors
  
file_path: transformers/utils/check_inits.py
imports: import collections
  import os
  import re
  from pathlib import Path
  from typing import Dict, List, Optional, Tuple
label_desc: Use image node_id 3 for calling a global function with example usage: analyze_results(import_dict_objects, type_hint_objects) and returns: errors, unknown, list