code: def to_config_dict_heuristic(
      config: ml_collections.ConfigDict,
  ) -> ml_collections.ConfigDict:
      """Heuristically converts dicts inside a ConfigDict into ConfigDicts.
  
      This function detects lists and tuples with dicts and converts those dicts
      into ConfigDicts. This will address most failure cases, but the function will
      not be able resolve nested cases (e.g. list(dict(list(....)))).
  
      Arguments:
        config: Config to attempt fixing.
  
      Returns:
        Probably fixed config.
      """
  
      def maybe_config_dict(x):
          if isinstance(x, dict):
              return ml_collections.ConfigDict(x)
          return x
  
      def maybe_config_dict_in_list(x):
          if isinstance(x, (list, tuple)):
              return jax.tree_map(
                  maybe_config_dict,
                  x,
                  is_leaf=lambda y: isinstance(y, dict),
              )
          return x
  
      config = jax.tree_map(
          maybe_config_dict_in_list,
          config.to_dict(),
          is_leaf=lambda x: isinstance(x, list),
      )
      return ml_collections.ConfigDict(config)
  
imports: import importlib
  import types
  from absl import logging
  import jax
  import ml_collections
label_desc: Use image node_id 2 for calling a global function with example usage: to_config_dict_heuristic(config) and returns: ml_collections, x, x, ml_collections, jax