def test_fgsd():
"""
Test the FGSD embedding.
"""
graphs = [nx.newman_watts_strogatz_graph(50, 5, 0.3) for _ in range(100)]
model = FGSD()
model.fit(graphs)
embedding = model.get_embedding()
assert embedding.shape[0] == len(graphs)
assert embedding.shape[1] == model.hist_bins
assert type(embedding) == np.ndarray
graphs = [nx.newman_watts_strogatz_graph(150, 5, 0.3) for _ in range(100)]
model = FGSD(hist_bins=8)
model.fit(graphs)
embedding = model.get_embedding()
assert embedding.shape[0] == len(graphs)
assert embedding.shape[1] == model.hist_bins
assert type(embedding) == np.ndarray
model.fit(graphs) model.get_embedding() quit() #----------------------------------- # FGSD example #----------------------------------- graphs = [nx.newman_watts_strogatz_graph(50, 5, 0.3) for _ in range(100)] model = FGSD() model.fit(graphs) model.get_embedding() #----------------------------------- # NetMF example #----------------------------------- g = nx.newman_watts_strogatz_graph(100, 20, 0.05) model = NetMF() model.fit(g) model.get_embedding() #----------------------------------- # GraphSet reader example #-----------------------------------
"""FGSD illustrative example.""" import networkx as nx from karateclub.graph_embedding import FGSD graphs = [nx.newman_watts_strogatz_graph(50, 5, 0.3) for _ in range(100)] model = FGSD() model.fit(graphs) model.get_embedding()