code: def test_issue_5043_autoconvert_coord_values(self):
      pd = pytest.importorskip("pandas")
      coords = {"city": pd.Series(["Bonn", "Berlin"])}
      with pm.Model(coords=coords) as pmodel:
          # The model tracks coord values as (immutable) tuples
          assert isinstance(pmodel.coords["city"], tuple)
          pm.Normal("x", dims="city")
          mtrace = pm.sample(
              return_inferencedata=False,
              compute_convergence_checks=False,
              step=pm.Metropolis(),
              cores=1,
              tune=7,
              draws=15,
          )
          # The converter must convert coord values them to numpy arrays
          # because tuples as coordinate values causes problems with xarray.
          converter = InferenceDataConverter(trace=mtrace)
          assert isinstance(converter.coords["city"], np.ndarray)
          converter.to_inference_data()
  
          # We're not automatically converting things other than tuple,
          # so advanced use cases remain supported at the InferenceData level.
          # They just can't be used in the model construction already.
          converter = InferenceDataConverter(
              trace=mtrace,
              coords={
                  "city": pd.MultiIndex.from_tuples(
                      [("Bonn", 53111), ("Berlin", 10178)],
                      names=["name", "zipcode"],
                  )
              },
          )
          assert isinstance(converter.coords["city"], pd.MultiIndex)
  
imports: import warnings
  from typing import Dict, Tuple
  import numpy
  import pytensor.tensor
  import pytest
  from arviz import InferenceData
  from arviz.tests.helpers import check_multiple_attrs
  from numpy import ma
  from pytensor.tensor.subtensor import AdvancedIncSubtensor, AdvancedIncSubtensor1
  import pymc
  from pymc.backends.arviz import InferenceDataConverter, predictions_to_inference_data, to_inference_data
  from pymc.exceptions import ImputationWarning
label_desc: Use image node_id 24 for calling the TestDataPyMC obj's underlying member method code with example usage: obj.test_issue_5043_autoconvert_coord_values() without return types