code: def testGaussianMemoryLookupWithMutiClusterWithGrow(self):
      dm_config = test_util.default_dm_config(
          per_cluster_buffer_size=3,
          distance_to_cluster_threshold=0.7,
          bootstrap_steps=0,
          min_variance=1,
          max_num_clusters=2,
      )
      inputs = [[0, 0], [1, 0], [101, 0]]
      mode = dm_ops.LOOKUP_WITH_UPDATE
      (
          mean,
          variance,
          distance,
          cid,
      ) = dm_ops.dynamic_gaussian_memory_lookup(
          inputs,
          mode,
          dm_config,
          "dm_layer",
          service_address=self._kbs_address,
      )
  
      # Mean: [(1 + 101) / 3, 0]
      # Variance: [(34^2 + (1-34)^2 + (101-34)^2)/3, 0]
      # Distance: exp(-((34 - 0)^2/2)/ (2 * 2244.6667))
      self.assertAllClose(mean.numpy(), [[34, 0], [34, 0], [34, 0]])
      self.assertAllClose(
          variance.numpy(),
          [[2244.6667, 1], [2244.6667, 1], [2244.6667, 1]],
      )
      self.assertAllClose(
          distance.numpy(), [0.8791941, 0.88577926, 0.6065532]
      )
      self.assertAllClose(cid.numpy(), [0, 0, 0])
  
      mode = dm_ops.LOOKUP_WITH_GROW
      (
          mean,
          variance,
          distance,
          cid,
      ) = dm_ops.dynamic_gaussian_memory_lookup(
          inputs,
          mode,
          dm_config,
          "dm_layer",
          service_address=self._kbs_address,
      )
      # A new cluster is formed with single data [101, 0].
      self.assertAllClose(mean.numpy(), [[34, 0], [34, 0], [101, 0]])
      self.assertAllClose(
          variance.numpy(), [[2244.6667, 1], [2244.6667, 1], [1, 1]]
      )
      self.assertAllClose(distance.numpy(), [0.8791941, 0.88577926, 1])
      self.assertAllClose(cid.numpy(), [0, 0, 1])
  
file_path: neural-structured-learning/research/carls/dynamic_memory_ops_test.py
imports: from research.carls import context
  from research.carls import dynamic_memory_ops
  from research.carls.testing import test_util
  import tensorflow
label_desc: Use image node_id 5 for calling the DynamicMemoryOpsTest obj's underlying member method code with example usage: obj.testGaussianMemoryLookupWithMutiClusterWithGrow() without return types