code: def _convert_to_deepspeed_param(self, param):
      super()._convert_to_deepspeed_param(param)
      # attach communication groups to every param
      param.comm = self.mics_comm_groups
  
      # record existing all_gather_coalesced implementation
      # so that we can fallback later
      old_all_gather_coalesced = param.all_gather_coalesced
  
      def _param_all_gather_coalesced(
          params, param_buffers=None, **kwargs
      ):
          """"""
          mics_comm_groups: MiCS_CommGroups = params[0].comm
          hierarchical_all_gather = has_hierarchical_all_gather_groups(
              mics_comm_groups
          )
          if dist.has_coalescing_manager() and hierarchical_all_gather:
              return self._hierarchical_all_gather_params(
                  params, param_buffers
              )
          elif dist.has_coalescing_manager():
              return self._flat_all_gather_with_coalescing_manager(
                  params, param_buffers
              )
          else:
              return old_all_gather_coalesced(params, **kwargs)
  
      # change the all_gather_coalesced method
      param.all_gather_coalesced = _param_all_gather_coalesced
  
imports: import sys
  from typing import List
  import deepspeed
  import torch
  from deepspeed import comm
  from deepspeed.runtime.zero.mics_utils import MiCS_CommGroups, create_mics_comm_groups, scale_tensors
  from deepspeed.runtime.zero.parameter_offload import DeepSpeedZeRoOffload, is_zero_param
  from deepspeed.runtime.zero.partition_parameters import Init, AllGatherCoalescedHandle, ZeroParamStatus
  from deepspeed.runtime.zero.stage3 import DeepSpeedZeroOptimizer_Stage3
  from deepspeed.utils import instrument_w_nvtx, log_dist
  from deepspeed.accelerator import get_accelerator
  from torch import Tensor
  from torch.nn import Parameter
label_desc: Use image node_id 2 for calling the MiCS_Init obj's underlying member method code with example usage: obj._convert_to_deepspeed_param(param) and returns: self, self, old_all_gather_coalesced