code: def _load_timm_backbone_from_pretrained(
      cls, pretrained_model_name_or_path, *model_args, **kwargs
  ):
      requires_backends(cls, ["vision", "timm"])
      from ...models.timm_backbone import TimmBackboneConfig
  
      config = kwargs.pop("config", TimmBackboneConfig())
  
      use_timm = kwargs.pop("use_timm_backbone", True)
      if not use_timm:
          raise ValueError(
              "`use_timm_backbone` must be `True` for timm backbones"
          )
  
      if kwargs.get("out_features", None) is not None:
          raise ValueError(
              "Cannot specify `out_features` for timm backbones"
          )
  
      if kwargs.get("output_loading_info", False):
          raise ValueError(
              "Cannot specify `output_loading_info=True` when loading from timm"
          )
  
      num_channels = kwargs.pop("num_channels", config.num_channels)
      features_only = kwargs.pop("features_only", config.features_only)
      use_pretrained_backbone = kwargs.pop(
          "use_pretrained_backbone", config.use_pretrained_backbone
      )
      out_indices = kwargs.pop("out_indices", config.out_indices)
      config = TimmBackboneConfig(
          backbone=pretrained_model_name_or_path,
          num_channels=num_channels,
          features_only=features_only,
          use_pretrained_backbone=use_pretrained_backbone,
          out_indices=out_indices,
      )
      return super().from_config(config, **kwargs)
  
imports: import copy
  import importlib
  import json
  import os
  import warnings
  from collections import OrderedDict
  from ...configuration_utils import PretrainedConfig
  from ...dynamic_module_utils import get_class_from_dynamic_module, resolve_trust_remote_code
  from ...utils import CONFIG_NAME, cached_file, copy_func, extract_commit_hash, find_adapter_config_file, is_peft_available, logging, requires_backends
  from .configuration_auto import AutoConfig, model_type_to_module_name, replace_list_option_in_docstrings
label_desc: Use image node_id 1 for calling the _BaseAutoBackboneClass obj's underlying member method code with example usage: obj._load_timm_backbone_from_pretrained(cls, pretrained_model_name_or_path) and returns: super