code: def xresnet18_deep(pretrained=False, **kwargs):
      return _xresnet(pretrained, 1, [2, 2, 2, 2, 1, 1], **kwargs)
  
imports: from __future__ import annotations
  from ...torch_basics import *
label_desc: Use image node_id 8 for calling a global function with example usage: xresnet18_deep(pretrained) and returns: _xresnet