code: def test_Interactions_approximate_negative_samples(
      self, ratings_matrix_for_interactions
  ):
      interactions = Interactions(
          mat=ratings_matrix_for_interactions,
          num_negative_samples=NUM_NEGATIVE_SAMPLES,
          max_number_of_samples_to_consider=0,
          seed=42,
      )
  
      assert interactions.positive_items == {}
  
      for _ in range(3):
          _, negative_samples = interactions[0]
  
          assert len(negative_samples) == 3
  
imports: import sys
  import numpy
  import pandas
  import pytest
  from collie.interactions import ApproximateNegativeSamplingInteractionsDataLoader, ExplicitInteractions, HDF5Interactions, HDF5InteractionsDataLoader, Interactions, InteractionsDataLoader
label_desc: Use image node_id 1 for calling the TestInteractionsNegativeSampling obj's underlying member method code with example usage: obj.test_Interactions_approximate_negative_samples(ratings_matrix_for_interactions) without return types