code: def test_attributes_shape(
      params, X, y, fewer_shapelets, attr_expected
  ):
      """Test the attributes of a ShapaletTransform instance."""
      shapelet = ShapeletTransform(**params)
      shapelet.fit(X, y)
  
      # Check 'window_range_'
      window_sizes_auto = (
          isinstance(shapelet.window_sizes, str)
          and shapelet.window_sizes == "auto"
      )
      if window_sizes_auto:
          assert isinstance(shapelet.window_range_, tuple)
          assert (
              0
              < shapelet.window_range_[0]
              <= shapelet.window_range_[1]
              <= 8
          )
      else:
          assert shapelet.window_range_ is None
  
      # Check other attributes
      n_shapelets_actual = len(shapelet.shapelets_)
      if fewer_shapelets:
          assert n_shapelets_actual < attr_expected["n_shapelets"]
          assert (
              shapelet.indices_.shape[0]
              < attr_expected["indices_shape"][0]
          )
          assert shapelet.scores_.size < attr_expected["scores_size"]
      else:
          assert n_shapelets_actual == attr_expected["n_shapelets"]
          assert (
              shapelet.indices_.shape == attr_expected["indices_shape"]
          )
          assert shapelet.scores_.size == attr_expected["scores_size"]
  
file_path: pyts/pyts/transformation/tests/test_shapelet_transform.py
imports: import numpy
  import pytest
  import re
  from pyts.transformation import ShapeletTransform
  from pyts.transformation.shapelet_transform import _extract_all_shapelets, _derive_shapelet_distances, _derive_all_distances, _remove_similar_shapelets
label_desc: Use image node_id 7 for calling a global function with example usage: test_attributes_shape(params, X, y, fewer_shapelets, attr_expected) without return types