code: def _get_module_variables(
      path: Tuple[str, ...],
      variables: FrozenVariableDict,
      all_paths: Set[Tuple[str, ...]],
  ) -> Tuple[MutableVariableDict, Any]:
      """A function that takes a path and variables structure and returns a
  
      (module_variables, submodule_variables) tuple for that path.
      _get_module_variables
      uses the `all_paths` set to determine if a variable belongs to a submodule or
      not.
      """
      module_variables = _get_path_variables(path, variables)
      submodule_variables: Any = {
          collection: {} for collection in module_variables
      }
      all_keys = set(
          key
          for collection in module_variables.values()
          for key in collection
      )
  
      for key in all_keys:
          submodule_path = path + (key,)
          if submodule_path in all_paths:
              for collection in module_variables:
                  if key in module_variables[collection]:
                      submodule_variables[collection][
                          key
                      ] = module_variables[collection].pop(key)
  
      return module_variables, submodule_variables
  
imports: import dataclasses
  import enum
  import io
  from abc import ABC, abstractmethod
  from types import MappingProxyType
  from typing import Any, Callable, Dict, Iterable, List, Mapping, Optional, Sequence, Set, Tuple, Type, Union
  import jax
  import jax.numpy
  import numpy
  import rich.console
  import rich.table
  import rich.text
  import yaml
  import flax.linen.module
  from flax.core import meta, unfreeze
  from flax.core.scope import CollectionFilter, DenyList, FrozenVariableDict, LazyRng, MutableVariableDict
label_desc: Use image node_id 5 for calling a global function with example usage: _get_module_variables(path, variables, all_paths) and returns: module_variables,  submodule_variables