code: def _prep_kernel_hyperparams_for_discrete_kernels(
      kernel_type, dom, dom_prefix, options
  ):
      """Prepares the kernel hyperparams."""
      hamming_wt_attr_name = (
          dom_prefix + "_" + "disc_hamming_use_same_weight"
      )
      ret = {
          "disc_hamming_use_same_weight": getattr(
              options, hamming_wt_attr_name
          ),
          "dim": dom.get_dim(),
          "kernel_type": kernel_type,
      }
      return ret
  
imports: from __future__ import print_function
  from argparse import Namespace
  import numpy
  from ..exd import domains
  from ..exd.cp_domain_utils import load_cp_domain_from_config_file
  from .None import gp_core, mf_gp
  from .euclidean_gp import get_euclidean_integral_gp_kernel_with_scale, prep_euclidean_integral_kernel_hyperparams
  from .kernel import CartesianProductKernel, HammingKernel
  from ..utils.general_utils import get_idxs_from_list_of_lists
  from ..utils.option_handler import get_option_specs, load_options
  from ..utils.reporters import get_reporter
label_desc: Use image node_id 12 for calling a global function with example usage: _prep_kernel_hyperparams_for_discrete_kernels(kernel_type, dom, dom_prefix, options) and returns: ret