code: def test_regression_hdmr_ishigami():
      param_file = "src/SALib/test_functions/params/Ishigami.txt"
      problem = read_param_file(param_file)
      X = latin.sample(problem, 10000)
      Y = Ishigami.evaluate(X)
      options = {
          "maxorder": 2,
          "maxiter": 100,
          "m": 4,
          "K": 1,
          "R": 10000,
          "alpha": 0.95,
          "lambdax": 0.01,
          "print_to_console": False,
      }
      Si = hdmr.analyze(problem, X, Y, **options)
      assert_allclose(
          Si["Sa"][0 : problem["num_vars"]],
          [0.31, 0.44, 0.00],
          atol=5e-2,
          rtol=1e-1,
      )
      assert_allclose(
          Si["ST"][0 : problem["num_vars"]],
          [0.55, 0.44, 0.24],
          atol=5e-2,
          rtol=1e-1,
      )
  
imports: from pytest import fixture, mark
  import numpy
  from numpy.testing import assert_allclose
  from SALib.analyze import delta, dgsm, fast, rbd_fast, sobol, morris, hdmr
  from SALib.sample import fast_sampler, finite_diff, latin, saltelli
  from SALib.sample.morris import sample
  from SALib.test_functions import Ishigami
  from SALib.test_functions import linear_model_1
  from SALib.test_functions import linear_model_2
  from SALib.util import read_param_file
label_desc: Use image node_id 7 for calling a global function with example usage: test_regression_hdmr_ishigami() without return types