code: def replace_module(module: nn.Module, replace_class, factory):
      if isinstance(module, replace_class):
          return factory(module)
      module_output = module
      for name, child in module.named_children():
          module_output.add_module(
              name, replace_module(child, replace_class, factory)
          )
      del module
      return module_output
  
imports: import itertools
  from functools import partial, reduce
  from typing import Iterator
  import timm
  import torch
  import torch.nn
  from timm.models.layers import Mlp
  from timm.models.vision_transformer import Attention
  from timm.models.vision_transformer import Block
  from torch.utils import benchmark
  from utils import benchmark_main_helper
  import xformers.ops
label_desc: Use image node_id 1 for calling a global function with example usage: replace_module(module, replace_class, factory) and returns: module_output, factory