def test_bane(): """ Testing the BANE node embedding. """ graph = nx.newman_watts_strogatz_graph(250, 10, 0.2) features = np.random.uniform(0, 1, (250, 256)) model = BANE() model.fit(graph, features) embedding = model.get_embedding() assert embedding.shape[0] == graph.number_of_nodes() assert embedding.shape[1] == model.dimensions assert type(embedding) == np.ndarray graph = nx.newman_watts_strogatz_graph(150, 10, 0.2) features = np.random.uniform(0, 1, (150, 256)) model = BANE(dimensions=8) model.fit(graph, features) embedding = model.get_embedding() assert embedding.shape[0] == graph.number_of_nodes() assert embedding.shape[1] == model.dimensions assert type(embedding) == np.ndarray
"""BANE example.""" import numpy as np import networkx as nx from karateclub.node_embedding.attributed import BANE g = nx.newman_watts_strogatz_graph(200, 20, 0.05) x = np.random.uniform(0, 1, (200, 200)) model = BANE() model.fit(g, x)