code: def parse_network_param(s: str) -> List[LayerParams]:
      if s.endswith(".json"):
          # parse as jsonfile
          with open(s) as f:
              d = json.load(f)
              return list(
                  LayerParams.from_dict(layer_params)
                  for layer_params in d
              )
  
      if s in _default_networks:
          # parse default networks
          with open(_default_networks[s]) as f:
              d = json.load(f)
              return list(
                  LayerParams.from_dict(layer_params)
                  for layer_params in d
              )
  
      return graph_params_from_definition_string(s)
  
imports: import json
  import logging
  import re
  from dataclasses import dataclass, field
  from typing import Optional, List
  from paiargparse import pai_meta, pai_dataclass
  from tfaip import TrainerParams, TrainerPipelineParamsBase
  from tfaip.util.tfaipargparse import post_init
  from calamari_ocr import calamari_ocr_dir
  from calamari_ocr.ocr import SavedCalamariModel
  from calamari_ocr.ocr.dataset.codec import CodecConstructionParams
  from calamari_ocr.ocr.model.layers.bilstm import BiLSTMLayerParams
  from calamari_ocr.ocr.model.layers.concat import ConcatLayerParams
  from calamari_ocr.ocr.model.layers.conv2d import Conv2DLayerParams
  from calamari_ocr.ocr.model.layers.dilatedblock import DilatedBlockLayerParams
  from calamari_ocr.ocr.model.layers.dropout import DropoutLayerParams
  from calamari_ocr.ocr.model.layers.pool2d import MaxPool2DLayerParams
  from calamari_ocr.ocr.model.layers.transposedconv2d import TransposedConv2DLayerParams
  from calamari_ocr.ocr.model.params import LayerParams, IntVec2D
  from calamari_ocr.ocr.scenario import CalamariScenarioParams
  from calamari_ocr.ocr.training.pipeline_params import CalamariDefaultTrainerPipelineParams, CalamariTrainOnlyPipelineParams, CalamariSplitTrainerPipelineParams
label_desc: Use image node_id 2 for calling a global function with example usage: parse_network_param(s) and returns: graph_params_from_definition_string, list, list