code: def test_pmdarima_pyfunc_serve_and_score(auto_arima_model):
      artifact_path = "model"
      with mlflow.start_run():
          mlflow.pmdarima.log_model(
              auto_arima_model,
              artifact_path,
          )
          model_uri = mlflow.get_artifact_uri(artifact_path)
      local_predict = auto_arima_model.predict(30)
  
      inference_data = pd.DataFrame({"n_periods": 30}, index=[0])
  
      resp = pyfunc_serve_and_score_model(
          model_uri,
          data=inference_data,
          content_type=pyfunc_scoring_server.CONTENT_TYPE_JSON,
          extra_args=EXTRA_PYFUNC_SERVING_TEST_ARGS,
      )
      scores = (
          pd.DataFrame(
              data=json.loads(resp.content.decode("utf-8"))[
                  "predictions"
              ]
          )
          .to_numpy()
          .flatten()
      )
      np.testing.assert_array_almost_equal(scores, local_predict)
  
imports: import json
  import os
  from pathlib import Path
  from unittest import mock
  import numpy
  import pandas
  import pmdarima
  import pytest
  import yaml
  import mlflow.pmdarima
  import mlflow.pyfunc.scoring_server
  from mlflow import pyfunc
  from mlflow.exceptions import MlflowException
  from mlflow.models import Model, ModelSignature, infer_signature
  from mlflow.models.utils import _read_example
  from mlflow.store.artifact.s3_artifact_repo import S3ArtifactRepository
  from mlflow.tracking.artifact_utils import _download_artifact_from_uri
  from mlflow.types import DataType
  from mlflow.types.schema import ColSpec, Schema
  from mlflow.utils.environment import _mlflow_conda_env
  from mlflow.utils.model_utils import _get_flavor_configuration
  from tests.helper_functions import _assert_pip_requirements, _compare_conda_env_requirements, _compare_logged_code_paths, _is_available_on_pypi, _mlflow_major_version_string, assert_register_model_called_with_local_model_path, pyfunc_serve_and_score_model
  from tests.prophet.test_prophet_model_export import DataGeneration
label_desc: Use image node_id 21 for calling a global function with example usage: test_pmdarima_pyfunc_serve_and_score(auto_arima_model) without return types