code: def _get_params_dict(inputs):
      if isinstance(inputs, (dict, flax_core.FrozenDict)):
          return flax_core.unfreeze(inputs)
      else:
          raise ValueError(
              "Can only traverse a flax Model instance or a nested dict, not "
              f"{type(inputs)}"
          )
  
imports: from typing import Any, Dict, List, Optional, Sequence, Tuple, Type, Union
  from absl import logging
  from clu import preprocess_spec
  from flax import core
  import jax
  import jax.numpy
  import numpy
  from scenic.train_lib import train_utils
  import scipy
label_desc: Use image node_id 10 for calling a global function with example usage: _get_params_dict(inputs) and returns: flax_core