annotate env/lib/python3.9/site-packages/networkx/algorithms/tests/test_minors.py @ 0:4f3585e2f14b draft default tip

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author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Unit tests for the :mod:`networkx.algorithms.minors` module."""
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2 import pytest
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3
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4 import networkx as nx
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5 from networkx.testing.utils import assert_edges_equal, assert_nodes_equal
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6 from networkx.utils import arbitrary_element
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7
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8
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9 class TestQuotient:
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10 """Unit tests for computing quotient graphs."""
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11
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12 def test_quotient_graph_complete_multipartite(self):
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13 """Tests that the quotient graph of the complete *n*-partite graph
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14 under the "same neighbors" node relation is the complete graph on *n*
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15 nodes.
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16
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17 """
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18 G = nx.complete_multipartite_graph(2, 3, 4)
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19 # Two nodes are equivalent if they are not adjacent but have the same
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20 # neighbor set.
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21
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22 def same_neighbors(u, v):
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23 return u not in G[v] and v not in G[u] and G[u] == G[v]
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24
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25 expected = nx.complete_graph(3)
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26 actual = nx.quotient_graph(G, same_neighbors)
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27 # It won't take too long to run a graph isomorphism algorithm on such
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28 # small graphs.
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29 assert nx.is_isomorphic(expected, actual)
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30
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31 def test_quotient_graph_complete_bipartite(self):
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32 """Tests that the quotient graph of the complete bipartite graph under
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33 the "same neighbors" node relation is `K_2`.
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34
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35 """
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36 G = nx.complete_bipartite_graph(2, 3)
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37 # Two nodes are equivalent if they are not adjacent but have the same
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38 # neighbor set.
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39
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40 def same_neighbors(u, v):
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41 return u not in G[v] and v not in G[u] and G[u] == G[v]
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42
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43 expected = nx.complete_graph(2)
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44 actual = nx.quotient_graph(G, same_neighbors)
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45 # It won't take too long to run a graph isomorphism algorithm on such
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46 # small graphs.
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47 assert nx.is_isomorphic(expected, actual)
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48
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49 def test_quotient_graph_edge_relation(self):
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50 """Tests for specifying an alternate edge relation for the quotient
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51 graph.
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52
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53 """
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54 G = nx.path_graph(5)
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55
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56 def identity(u, v):
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57 return u == v
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58
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59 def same_parity(b, c):
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60 return arbitrary_element(b) % 2 == arbitrary_element(c) % 2
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61
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62 actual = nx.quotient_graph(G, identity, same_parity)
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63 expected = nx.Graph()
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64 expected.add_edges_from([(0, 2), (0, 4), (2, 4)])
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65 expected.add_edge(1, 3)
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66 assert nx.is_isomorphic(actual, expected)
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67
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68 def test_condensation_as_quotient(self):
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69 """This tests that the condensation of a graph can be viewed as the
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70 quotient graph under the "in the same connected component" equivalence
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71 relation.
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72
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73 """
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74 # This example graph comes from the file `test_strongly_connected.py`.
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75 G = nx.DiGraph()
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76 G.add_edges_from(
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77 [
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78 (1, 2),
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79 (2, 3),
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80 (2, 11),
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81 (2, 12),
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82 (3, 4),
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83 (4, 3),
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84 (4, 5),
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85 (5, 6),
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86 (6, 5),
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87 (6, 7),
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88 (7, 8),
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89 (7, 9),
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90 (7, 10),
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91 (8, 9),
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92 (9, 7),
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93 (10, 6),
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94 (11, 2),
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95 (11, 4),
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96 (11, 6),
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97 (12, 6),
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98 (12, 11),
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99 ]
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100 )
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101 scc = list(nx.strongly_connected_components(G))
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102 C = nx.condensation(G, scc)
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103 component_of = C.graph["mapping"]
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104 # Two nodes are equivalent if they are in the same connected component.
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105
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106 def same_component(u, v):
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107 return component_of[u] == component_of[v]
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108
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109 Q = nx.quotient_graph(G, same_component)
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110 assert nx.is_isomorphic(C, Q)
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111
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112 def test_path(self):
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113 G = nx.path_graph(6)
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114 partition = [{0, 1}, {2, 3}, {4, 5}]
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115 M = nx.quotient_graph(G, partition, relabel=True)
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116 assert_nodes_equal(M, [0, 1, 2])
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117 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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118 for n in M:
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119 assert M.nodes[n]["nedges"] == 1
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120 assert M.nodes[n]["nnodes"] == 2
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121 assert M.nodes[n]["density"] == 1
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122
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123 def test_multigraph_path(self):
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124 G = nx.MultiGraph(nx.path_graph(6))
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125 partition = [{0, 1}, {2, 3}, {4, 5}]
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126 M = nx.quotient_graph(G, partition, relabel=True)
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127 assert_nodes_equal(M, [0, 1, 2])
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128 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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129 for n in M:
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130 assert M.nodes[n]["nedges"] == 1
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131 assert M.nodes[n]["nnodes"] == 2
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132 assert M.nodes[n]["density"] == 1
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133
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134 def test_directed_path(self):
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135 G = nx.DiGraph()
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136 nx.add_path(G, range(6))
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137 partition = [{0, 1}, {2, 3}, {4, 5}]
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138 M = nx.quotient_graph(G, partition, relabel=True)
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139 assert_nodes_equal(M, [0, 1, 2])
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140 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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141 for n in M:
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142 assert M.nodes[n]["nedges"] == 1
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143 assert M.nodes[n]["nnodes"] == 2
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144 assert M.nodes[n]["density"] == 0.5
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145
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146 def test_directed_multigraph_path(self):
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147 G = nx.MultiDiGraph()
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148 nx.add_path(G, range(6))
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149 partition = [{0, 1}, {2, 3}, {4, 5}]
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150 M = nx.quotient_graph(G, partition, relabel=True)
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151 assert_nodes_equal(M, [0, 1, 2])
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152 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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153 for n in M:
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154 assert M.nodes[n]["nedges"] == 1
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155 assert M.nodes[n]["nnodes"] == 2
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156 assert M.nodes[n]["density"] == 0.5
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157
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158 def test_overlapping_blocks(self):
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159 with pytest.raises(nx.NetworkXException):
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160 G = nx.path_graph(6)
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161 partition = [{0, 1, 2}, {2, 3}, {4, 5}]
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162 nx.quotient_graph(G, partition)
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163
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164 def test_weighted_path(self):
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165 G = nx.path_graph(6)
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166 for i in range(5):
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167 G[i][i + 1]["weight"] = i + 1
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168 partition = [{0, 1}, {2, 3}, {4, 5}]
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169 M = nx.quotient_graph(G, partition, relabel=True)
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170 assert_nodes_equal(M, [0, 1, 2])
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171 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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172 assert M[0][1]["weight"] == 2
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173 assert M[1][2]["weight"] == 4
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174 for n in M:
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175 assert M.nodes[n]["nedges"] == 1
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176 assert M.nodes[n]["nnodes"] == 2
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177 assert M.nodes[n]["density"] == 1
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178
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179 def test_barbell(self):
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180 G = nx.barbell_graph(3, 0)
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181 partition = [{0, 1, 2}, {3, 4, 5}]
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182 M = nx.quotient_graph(G, partition, relabel=True)
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183 assert_nodes_equal(M, [0, 1])
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184 assert_edges_equal(M.edges(), [(0, 1)])
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185 for n in M:
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186 assert M.nodes[n]["nedges"] == 3
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187 assert M.nodes[n]["nnodes"] == 3
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188 assert M.nodes[n]["density"] == 1
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189
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190 def test_barbell_plus(self):
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191 G = nx.barbell_graph(3, 0)
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192 # Add an extra edge joining the bells.
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193 G.add_edge(0, 5)
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194 partition = [{0, 1, 2}, {3, 4, 5}]
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195 M = nx.quotient_graph(G, partition, relabel=True)
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196 assert_nodes_equal(M, [0, 1])
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197 assert_edges_equal(M.edges(), [(0, 1)])
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198 assert M[0][1]["weight"] == 2
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199 for n in M:
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200 assert M.nodes[n]["nedges"] == 3
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201 assert M.nodes[n]["nnodes"] == 3
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202 assert M.nodes[n]["density"] == 1
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203
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204 def test_blockmodel(self):
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205 G = nx.path_graph(6)
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206 partition = [[0, 1], [2, 3], [4, 5]]
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207 M = nx.quotient_graph(G, partition, relabel=True)
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208 assert_nodes_equal(M.nodes(), [0, 1, 2])
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209 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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210 for n in M.nodes():
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211 assert M.nodes[n]["nedges"] == 1
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212 assert M.nodes[n]["nnodes"] == 2
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213 assert M.nodes[n]["density"] == 1.0
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214
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215 def test_multigraph_blockmodel(self):
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216 G = nx.MultiGraph(nx.path_graph(6))
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217 partition = [[0, 1], [2, 3], [4, 5]]
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218 M = nx.quotient_graph(G, partition, create_using=nx.MultiGraph(), relabel=True)
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219 assert_nodes_equal(M.nodes(), [0, 1, 2])
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220 assert_edges_equal(M.edges(), [(0, 1), (1, 2)])
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221 for n in M.nodes():
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222 assert M.nodes[n]["nedges"] == 1
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223 assert M.nodes[n]["nnodes"] == 2
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224 assert M.nodes[n]["density"] == 1.0
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225
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226 def test_quotient_graph_incomplete_partition(self):
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227 G = nx.path_graph(6)
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228 partition = []
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229 H = nx.quotient_graph(G, partition, relabel=True)
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230 assert_nodes_equal(H.nodes(), [])
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231 assert_edges_equal(H.edges(), [])
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232
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233 partition = [[0, 1], [2, 3], [5]]
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234 H = nx.quotient_graph(G, partition, relabel=True)
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235 assert_nodes_equal(H.nodes(), [0, 1, 2])
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236 assert_edges_equal(H.edges(), [(0, 1)])
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237
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238
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239 class TestContraction:
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240 """Unit tests for node and edge contraction functions."""
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241
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242 def test_undirected_node_contraction(self):
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243 """Tests for node contraction in an undirected graph."""
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244 G = nx.cycle_graph(4)
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245 actual = nx.contracted_nodes(G, 0, 1)
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246 expected = nx.cycle_graph(3)
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247 expected.add_edge(0, 0)
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248 assert nx.is_isomorphic(actual, expected)
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249
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250 def test_directed_node_contraction(self):
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251 """Tests for node contraction in a directed graph."""
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252 G = nx.DiGraph(nx.cycle_graph(4))
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253 actual = nx.contracted_nodes(G, 0, 1)
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254 expected = nx.DiGraph(nx.cycle_graph(3))
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255 expected.add_edge(0, 0)
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256 expected.add_edge(0, 0)
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257 assert nx.is_isomorphic(actual, expected)
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258
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259 def test_undirected_node_contraction_no_copy(self):
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260 """Tests for node contraction in an undirected graph
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261 by making changes in place."""
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262 G = nx.cycle_graph(4)
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263 actual = nx.contracted_nodes(G, 0, 1, copy=False)
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264 expected = nx.cycle_graph(3)
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265 expected.add_edge(0, 0)
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266 assert nx.is_isomorphic(actual, G)
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267 assert nx.is_isomorphic(actual, expected)
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268
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269 def test_directed_node_contraction_no_copy(self):
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270 """Tests for node contraction in a directed graph
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271 by making changes in place."""
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272 G = nx.DiGraph(nx.cycle_graph(4))
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273 actual = nx.contracted_nodes(G, 0, 1, copy=False)
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274 expected = nx.DiGraph(nx.cycle_graph(3))
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275 expected.add_edge(0, 0)
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276 expected.add_edge(0, 0)
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277 assert nx.is_isomorphic(actual, G)
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278 assert nx.is_isomorphic(actual, expected)
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279
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280 def test_create_multigraph(self):
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281 """Tests that using a MultiGraph creates multiple edges."""
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282 G = nx.path_graph(3, create_using=nx.MultiGraph())
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283 G.add_edge(0, 1)
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284 G.add_edge(0, 0)
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285 G.add_edge(0, 2)
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286 actual = nx.contracted_nodes(G, 0, 2)
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287 expected = nx.MultiGraph()
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288 expected.add_edge(0, 1)
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289 expected.add_edge(0, 1)
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290 expected.add_edge(0, 1)
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291 expected.add_edge(0, 0)
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292 expected.add_edge(0, 0)
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293 assert_edges_equal(actual.edges, expected.edges)
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294
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295 def test_multigraph_keys(self):
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296 """Tests that multiedge keys are reset in new graph."""
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297 G = nx.path_graph(3, create_using=nx.MultiGraph())
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298 G.add_edge(0, 1, 5)
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299 G.add_edge(0, 0, 0)
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300 G.add_edge(0, 2, 5)
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301 actual = nx.contracted_nodes(G, 0, 2)
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302 expected = nx.MultiGraph()
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303 expected.add_edge(0, 1, 0)
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304 expected.add_edge(0, 1, 5)
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305 expected.add_edge(0, 1, 2) # keyed as 2 b/c 2 edges already in G
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306 expected.add_edge(0, 0, 0)
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307 expected.add_edge(0, 0, 1) # this comes from (0, 2, 5)
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308 assert_edges_equal(actual.edges, expected.edges)
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309
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310 def test_node_attributes(self):
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311 """Tests that node contraction preserves node attributes."""
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312 G = nx.cycle_graph(4)
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313 # Add some data to the two nodes being contracted.
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314 G.nodes[0]["foo"] = "bar"
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315 G.nodes[1]["baz"] = "xyzzy"
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316 actual = nx.contracted_nodes(G, 0, 1)
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317 # We expect that contracting the nodes 0 and 1 in C_4 yields K_3, but
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318 # with nodes labeled 0, 2, and 3, and with a self-loop on 0.
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319 expected = nx.complete_graph(3)
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320 expected = nx.relabel_nodes(expected, {1: 2, 2: 3})
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321 expected.add_edge(0, 0)
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322 cdict = {1: {"baz": "xyzzy"}}
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323 expected.nodes[0].update(dict(foo="bar", contraction=cdict))
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324 assert nx.is_isomorphic(actual, expected)
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325 assert actual.nodes == expected.nodes
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326
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327 def test_without_self_loops(self):
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328 """Tests for node contraction without preserving self-loops."""
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329 G = nx.cycle_graph(4)
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330 actual = nx.contracted_nodes(G, 0, 1, self_loops=False)
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331 expected = nx.complete_graph(3)
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332 assert nx.is_isomorphic(actual, expected)
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333
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334 def test_contract_selfloop_graph(self):
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335 """Tests for node contraction when nodes have selfloops."""
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336 G = nx.cycle_graph(4)
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337 G.add_edge(0, 0)
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338 actual = nx.contracted_nodes(G, 0, 1)
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339 expected = nx.complete_graph([0, 2, 3])
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340 expected.add_edge(0, 0)
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341 expected.add_edge(0, 0)
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342 assert_edges_equal(actual.edges, expected.edges)
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343 actual = nx.contracted_nodes(G, 1, 0)
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344 expected = nx.complete_graph([1, 2, 3])
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345 expected.add_edge(1, 1)
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346 expected.add_edge(1, 1)
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347 assert_edges_equal(actual.edges, expected.edges)
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348
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349 def test_undirected_edge_contraction(self):
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350 """Tests for edge contraction in an undirected graph."""
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351 G = nx.cycle_graph(4)
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352 actual = nx.contracted_edge(G, (0, 1))
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353 expected = nx.complete_graph(3)
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354 expected.add_edge(0, 0)
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355 assert nx.is_isomorphic(actual, expected)
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356
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357 def test_nonexistent_edge(self):
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358 """Tests that attempting to contract a non-existent edge raises an
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359 exception.
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360
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361 """
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362 with pytest.raises(ValueError):
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363 G = nx.cycle_graph(4)
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364 nx.contracted_edge(G, (0, 2))