code: def _remove_module_hooks(self):
      num_forward_hooks = len(self.forward_hooks)
      num_backward_hooks = len(self.backward_hooks)
  
      for hook in self.forward_hooks:
          hook.remove()
  
      for hook in self.backward_hooks:
          hook.remove()
  
      print_rank_0(
          f"Deleted module hooks: forward = {num_forward_hooks}, backward = {num_backward_hooks}",
          force=False,
      )
  
imports: import sys
  import torch
  from collections import OrderedDict
  from deepspeed.runtime.utils import see_memory_usage
  from deepspeed.runtime.zero.offload_config import OffloadDeviceEnum
  from deepspeed.runtime.zero.partition_parameters import _init_external_params
  from deepspeed.runtime.zero.partition_parameters import *
  from deepspeed.runtime.zero.partitioned_param_coordinator import PartitionedParameterCoordinator, InflightParamRegistry, iter_params
  from deepspeed import comm
  from deepspeed.accelerator import get_accelerator
label_desc: Use image node_id 7 for calling the DeepSpeedZeRoOffload obj's underlying member method code with example usage: obj._remove_module_hooks() without return types