code: def test_pmdarima_autoarima_pyfunc_save_and_load(
      auto_arima_model, model_path
  ):
      mlflow.pmdarima.save_model(
          pmdarima_model=auto_arima_model, path=model_path
      )
      loaded_pyfunc = mlflow.pyfunc.load_model(model_uri=model_path)
  
      model_predict = auto_arima_model.predict(
          n_periods=60, return_conf_int=True, alpha=0.1
      )
  
      predict_conf = pd.DataFrame(
          {"n_periods": 60, "return_conf_int": True, "alpha": 0.1},
          index=[0],
      )
      pyfunc_predict = loaded_pyfunc.predict(predict_conf)
  
      np.testing.assert_array_equal(
          model_predict[0], pyfunc_predict["yhat"]
      )
      yhat_low, yhat_high = list(zip(*model_predict[1]))
      np.testing.assert_array_equal(
          yhat_low, pyfunc_predict["yhat_lower"]
      )
      np.testing.assert_array_equal(
          yhat_high, pyfunc_predict["yhat_upper"]
      )
  
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 8 for calling a global function with example usage: test_pmdarima_autoarima_pyfunc_save_and_load(auto_arima_model, model_path) without return types