code: def test_pyentrp_all_features(dummy_data):
      # Tests if we integrate with ALL pyentrp features
      # -> this requires no additional wrapper!
      import pyentrp.entropy as ent
  
      func_wrapper_pyentrp_funcs = [
          FuncWrapper(
              ent.sample_entropy,
              sample_length=2,
              output_names=["se_1", "se_2"],
          ),
          FuncWrapper(
              ent.multiscale_entropy,
              sample_length=100,
              maxscale=2,
              output_names=["mse_1", "mse_2"],
          ),
          FuncWrapper(
              ent.multiscale_permutation_entropy,
              m=2,
              delay=1,
              scale=2,
              output_names=["mspe_1", "mspe_2"],
          ),
          # The following works since https://github.com/nikdon/pyEntropy/pull/21
          # -> however, as long as we support Python 3.7, we cannot use the fixed version
          # FuncWrapper(ent.composite_multiscale_entropy, sample_length=10, scale=2, output_names=["cmse_1", "cmse_2"]),
      ]  # funcs that require a FuncWrapper
  
      pyentrp_funcs = [
          ent.shannon_entropy,
          ent.permutation_entropy,
          ent.weighted_permutation_entropy,
      ]
  
      pyentrp_feats = MultipleFeatureDescriptors(
          functions=pyentrp_funcs + func_wrapper_pyentrp_funcs,
          series_names=["TMP", "EDA"],
          windows="5min",
          strides="10min",
      )
      feature_collection = FeatureCollection(pyentrp_feats)
  
      res_df = feature_collection.calculate(
          dummy_data.first("15min"), return_df=True
      )
      assert (res_df.shape[0] > 0) and (res_df.shape[1]) > 0
  
file_path: tsflex/tests/test_features_integration.py
imports: import sys
  import numpy
  import pytest
  import seglearn
  from tsflex.features import FeatureCollection, FuncWrapper, MultipleFeatureDescriptors
  from tsflex.features.integrations import catch22_wrapper, seglearn_feature_dict_wrapper, seglearn_wrapper, tsfel_feature_dict_wrapper, tsfresh_combiner_wrapper, tsfresh_settings_wrapper
  from .utils import dummy_data
label_desc: Use image node_id 12 for calling a global function with example usage: test_pyentrp_all_features(dummy_data) without return types