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Version:
3.2.1 ▾
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import pytest
import networkx as nx
from networkx.algorithms import flow
from networkx.utils import pairwise
flow_funcs = [
flow.boykov_kolmogorov,
flow.edmonds_karp,
flow.dinitz,
flow.preflow_push,
flow.shortest_augmenting_path,
]
def is_path(G, path):
return all(v in G[u] for u, v in pairwise(path))
def are_edge_disjoint_paths(G, paths):
if not paths:
return False
for path in paths:
assert is_path(G, path)
paths_edges = [list(pairwise(p)) for p in paths]
num_of_edges = sum(len(e) for e in paths_edges)
num_unique_edges = len(set.union(*[set(es) for es in paths_edges]))
if num_of_edges == num_unique_edges:
return True
return False
def are_node_disjoint_paths(G, paths):
if not paths:
return False
for path in paths:
assert is_path(G, path)
# first and last nodes are source and target
st = {paths[0][0], paths[0][-1]}
num_of_nodes = len([n for path in paths for n in path if n not in st])
num_unique_nodes = len({n for path in paths for n in path if n not in st})
if num_of_nodes == num_unique_nodes:
return True
return False
def test_graph_from_pr_2053():
G = nx.Graph()
G.add_edges_from(
[
("A", "B"),
("A", "D"),
("A", "F"),
("A", "G"),
("B", "C"),
("B", "D"),
("B", "G"),
("C", "D"),
("C", "E"),
("C", "Z"),
("D", "E"),
("D", "F"),
("E", "F"),
("E", "Z"),
("F", "Z"),
("G", "Z"),
]
)
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_paths = list(nx.edge_disjoint_paths(G, "A", "Z", **kwargs))
assert are_edge_disjoint_paths(G, edge_paths), errmsg
assert nx.edge_connectivity(G, "A", "Z") == len(edge_paths), errmsg
# node disjoint paths
node_paths = list(nx.node_disjoint_paths(G, "A", "Z", **kwargs))
assert are_node_disjoint_paths(G, node_paths), errmsg
assert nx.node_connectivity(G, "A", "Z") == len(node_paths), errmsg
def test_florentine_families():
G = nx.florentine_families_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, "Medici", "Strozzi", **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert nx.edge_connectivity(G, "Medici", "Strozzi") == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, "Medici", "Strozzi", **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert nx.node_connectivity(G, "Medici", "Strozzi") == len(node_dpaths), errmsg
def test_karate():
G = nx.karate_club_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, 0, 33, **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert nx.edge_connectivity(G, 0, 33) == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, 0, 33, **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert nx.node_connectivity(G, 0, 33) == len(node_dpaths), errmsg
def test_petersen_disjoint_paths():
G = nx.petersen_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, 0, 6, **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert 3 == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, 0, 6, **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert 3 == len(node_dpaths), errmsg
def test_octahedral_disjoint_paths():
G = nx.octahedral_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, 0, 5, **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert 4 == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, 0, 5, **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert 4 == len(node_dpaths), errmsg
def test_icosahedral_disjoint_paths():
G = nx.icosahedral_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, 0, 6, **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert 5 == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, 0, 6, **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert 5 == len(node_dpaths), errmsg
def test_cutoff_disjoint_paths():
G = nx.icosahedral_graph()
for flow_func in flow_funcs:
kwargs = {"flow_func": flow_func}
errmsg = f"Assertion failed in function: {flow_func.__name__}"
for cutoff in [2, 4]:
kwargs["cutoff"] = cutoff
# edge disjoint paths
edge_dpaths = list(nx.edge_disjoint_paths(G, 0, 6, **kwargs))
assert are_edge_disjoint_paths(G, edge_dpaths), errmsg
assert cutoff == len(edge_dpaths), errmsg
# node disjoint paths
node_dpaths = list(nx.node_disjoint_paths(G, 0, 6, **kwargs))
assert are_node_disjoint_paths(G, node_dpaths), errmsg
assert cutoff == len(node_dpaths), errmsg
def test_missing_source_edge_paths():
with pytest.raises(nx.NetworkXError):
G = nx.path_graph(4)
list(nx.edge_disjoint_paths(G, 10, 1))
def test_missing_source_node_paths():
with pytest.raises(nx.NetworkXError):
G = nx.path_graph(4)
list(nx.node_disjoint_paths(G, 10, 1))
def test_missing_target_edge_paths():
with pytest.raises(nx.NetworkXError):
G = nx.path_graph(4)
list(nx.edge_disjoint_paths(G, 1, 10))
def test_missing_target_node_paths():
with pytest.raises(nx.NetworkXError):
G = nx.path_graph(4)
list(nx.node_disjoint_paths(G, 1, 10))
def test_not_weakly_connected_edges():
with pytest.raises(nx.NetworkXNoPath):
G = nx.DiGraph()
nx.add_path(G, [1, 2, 3])
nx.add_path(G, [4, 5])
list(nx.edge_disjoint_paths(G, 1, 5))
def test_not_weakly_connected_nodes():
with pytest.raises(nx.NetworkXNoPath):
G = nx.DiGraph()
nx.add_path(G, [1, 2, 3])
nx.add_path(G, [4, 5])
list(nx.node_disjoint_paths(G, 1, 5))
def test_not_connected_edges():
with pytest.raises(nx.NetworkXNoPath):
G = nx.Graph()
nx.add_path(G, [1, 2, 3])
nx.add_path(G, [4, 5])
list(nx.edge_disjoint_paths(G, 1, 5))
def test_not_connected_nodes():
with pytest.raises(nx.NetworkXNoPath):
G = nx.Graph()
nx.add_path(G, [1, 2, 3])
nx.add_path(G, [4, 5])
list(nx.node_disjoint_paths(G, 1, 5))
def test_isolated_edges():
with pytest.raises(nx.NetworkXNoPath):
G = nx.Graph()
G.add_node(1)
nx.add_path(G, [4, 5])
list(nx.edge_disjoint_paths(G, 1, 5))
def test_isolated_nodes():
with pytest.raises(nx.NetworkXNoPath):
G = nx.Graph()
G.add_node(1)
nx.add_path(G, [4, 5])
list(nx.node_disjoint_paths(G, 1, 5))
def test_invalid_auxiliary():
with pytest.raises(nx.NetworkXError):
G = nx.complete_graph(5)
list(nx.node_disjoint_paths(G, 0, 3, auxiliary=G))