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
model.fit(g, tp) model.get_embedding() #--------------- # BANE example #--------------- g = nx.newman_watts_strogatz_graph(100, 20, 0.05) x = np.random.uniform(0,1,(100,2000)) p = nx.newman_watts_strogatz_graph(100, 20, 0.05) x = nx.adjacency_matrix(p) model = BANE() model.fit(g, x) #----------------- # BigClam example #----------------- g = nx.newman_watts_strogatz_graph(100, 20, 0.05) model = BigClam() model.fit(g) membership = model.get_memberships()