code: def replace_layer_choice(root_module, init_fn, modules=None):
      """
      Replace layer choice modules with modules that are initiated with init_fn.
  
      Parameters
      ----------
      root_module : nn.Module
          Root module to traverse.
      init_fn : Callable
          Initializing function.
      modules : dict, optional
          Update the replaced modules into the dict and check duplicate if provided.
  
      Returns
      -------
      List[Tuple[str, nn.Module]]
          A list from layer choice keys (names) and replaced modules.
      """
      return _replace_module_with_type(
          root_module, init_fn, (LayerChoice, nn.LayerChoice), modules
      )
  
imports: import logging
  from collections import OrderedDict
  import time
  import numpy
  import torch
  import nni.retiarii.nn.pytorch
  from nni.nas.pytorch.mutables import Mutable, InputChoice, LayerChoice
label_desc: Use image node_id 10 for calling a global function with example usage: replace_layer_choice(root_module, init_fn, modules) and returns: _replace_module_with_type