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

"planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Unit tests for the :mod:`networkx.algorithms.tree.mst` module."""
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2
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3 import pytest
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4
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5 import networkx as nx
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6 from networkx.testing import assert_nodes_equal, assert_edges_equal
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7
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8
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9 def test_unknown_algorithm():
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10 with pytest.raises(ValueError):
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11 nx.minimum_spanning_tree(nx.Graph(), algorithm="random")
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12
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13
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14 class MinimumSpanningTreeTestBase:
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15 """Base class for test classes for minimum spanning tree algorithms.
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16
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17 This class contains some common tests that will be inherited by
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18 subclasses. Each subclass must have a class attribute
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19 :data:`algorithm` that is a string representing the algorithm to
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20 run, as described under the ``algorithm`` keyword argument for the
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21 :func:`networkx.minimum_spanning_edges` function. Subclasses can
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22 then implement any algorithm-specific tests.
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23
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24 """
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25
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26 def setup_method(self, method):
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27 """Creates an example graph and stores the expected minimum and
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28 maximum spanning tree edges.
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29
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30 """
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31 # This stores the class attribute `algorithm` in an instance attribute.
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32 self.algo = self.algorithm
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33 # This example graph comes from Wikipedia:
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34 # https://en.wikipedia.org/wiki/Kruskal's_algorithm
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35 edges = [
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36 (0, 1, 7),
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37 (0, 3, 5),
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38 (1, 2, 8),
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39 (1, 3, 9),
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40 (1, 4, 7),
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41 (2, 4, 5),
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42 (3, 4, 15),
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43 (3, 5, 6),
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44 (4, 5, 8),
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45 (4, 6, 9),
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46 (5, 6, 11),
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47 ]
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48 self.G = nx.Graph()
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49 self.G.add_weighted_edges_from(edges)
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50 self.minimum_spanning_edgelist = [
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51 (0, 1, {"weight": 7}),
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52 (0, 3, {"weight": 5}),
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53 (1, 4, {"weight": 7}),
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54 (2, 4, {"weight": 5}),
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55 (3, 5, {"weight": 6}),
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56 (4, 6, {"weight": 9}),
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57 ]
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58 self.maximum_spanning_edgelist = [
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59 (0, 1, {"weight": 7}),
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60 (1, 2, {"weight": 8}),
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61 (1, 3, {"weight": 9}),
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62 (3, 4, {"weight": 15}),
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63 (4, 6, {"weight": 9}),
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64 (5, 6, {"weight": 11}),
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65 ]
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66
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67 def test_minimum_edges(self):
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68 edges = nx.minimum_spanning_edges(self.G, algorithm=self.algo)
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69 # Edges from the spanning edges functions don't come in sorted
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70 # orientation, so we need to sort each edge individually.
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71 actual = sorted((min(u, v), max(u, v), d) for u, v, d in edges)
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72 assert_edges_equal(actual, self.minimum_spanning_edgelist)
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73
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74 def test_maximum_edges(self):
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75 edges = nx.maximum_spanning_edges(self.G, algorithm=self.algo)
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76 # Edges from the spanning edges functions don't come in sorted
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77 # orientation, so we need to sort each edge individually.
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78 actual = sorted((min(u, v), max(u, v), d) for u, v, d in edges)
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79 assert_edges_equal(actual, self.maximum_spanning_edgelist)
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80
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81 def test_without_data(self):
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82 edges = nx.minimum_spanning_edges(self.G, algorithm=self.algo, data=False)
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83 # Edges from the spanning edges functions don't come in sorted
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84 # orientation, so we need to sort each edge individually.
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85 actual = sorted((min(u, v), max(u, v)) for u, v in edges)
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86 expected = [(u, v) for u, v, d in self.minimum_spanning_edgelist]
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87 assert_edges_equal(actual, expected)
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88
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89 def test_nan_weights(self):
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90 # Edge weights NaN never appear in the spanning tree. see #2164
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91 G = self.G
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92 G.add_edge(0, 12, weight=float("nan"))
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93 edges = nx.minimum_spanning_edges(
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94 G, algorithm=self.algo, data=False, ignore_nan=True
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95 )
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96 actual = sorted((min(u, v), max(u, v)) for u, v in edges)
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97 expected = [(u, v) for u, v, d in self.minimum_spanning_edgelist]
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98 assert_edges_equal(actual, expected)
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99 # Now test for raising exception
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100 edges = nx.minimum_spanning_edges(
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101 G, algorithm=self.algo, data=False, ignore_nan=False
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102 )
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103 with pytest.raises(ValueError):
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104 list(edges)
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105 # test default for ignore_nan as False
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106 edges = nx.minimum_spanning_edges(G, algorithm=self.algo, data=False)
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107 with pytest.raises(ValueError):
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108 list(edges)
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109
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110 def test_nan_weights_order(self):
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111 # now try again with a nan edge at the beginning of G.nodes
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112 edges = [
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113 (0, 1, 7),
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114 (0, 3, 5),
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115 (1, 2, 8),
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116 (1, 3, 9),
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117 (1, 4, 7),
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118 (2, 4, 5),
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119 (3, 4, 15),
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120 (3, 5, 6),
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121 (4, 5, 8),
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122 (4, 6, 9),
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123 (5, 6, 11),
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124 ]
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125 G = nx.Graph()
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126 G.add_weighted_edges_from([(u + 1, v + 1, wt) for u, v, wt in edges])
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127 G.add_edge(0, 7, weight=float("nan"))
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128 edges = nx.minimum_spanning_edges(
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129 G, algorithm=self.algo, data=False, ignore_nan=True
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130 )
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131 actual = sorted((min(u, v), max(u, v)) for u, v in edges)
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132 shift = [(u + 1, v + 1) for u, v, d in self.minimum_spanning_edgelist]
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133 assert_edges_equal(actual, shift)
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134
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135 def test_isolated_node(self):
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136 # now try again with an isolated node
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137 edges = [
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138 (0, 1, 7),
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139 (0, 3, 5),
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140 (1, 2, 8),
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141 (1, 3, 9),
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142 (1, 4, 7),
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143 (2, 4, 5),
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144 (3, 4, 15),
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145 (3, 5, 6),
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146 (4, 5, 8),
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147 (4, 6, 9),
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148 (5, 6, 11),
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149 ]
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150 G = nx.Graph()
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151 G.add_weighted_edges_from([(u + 1, v + 1, wt) for u, v, wt in edges])
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152 G.add_node(0)
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153 edges = nx.minimum_spanning_edges(
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154 G, algorithm=self.algo, data=False, ignore_nan=True
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155 )
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156 actual = sorted((min(u, v), max(u, v)) for u, v in edges)
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157 shift = [(u + 1, v + 1) for u, v, d in self.minimum_spanning_edgelist]
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158 assert_edges_equal(actual, shift)
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159
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160 def test_minimum_tree(self):
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161 T = nx.minimum_spanning_tree(self.G, algorithm=self.algo)
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162 actual = sorted(T.edges(data=True))
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163 assert_edges_equal(actual, self.minimum_spanning_edgelist)
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164
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165 def test_maximum_tree(self):
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166 T = nx.maximum_spanning_tree(self.G, algorithm=self.algo)
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167 actual = sorted(T.edges(data=True))
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168 assert_edges_equal(actual, self.maximum_spanning_edgelist)
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169
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170 def test_disconnected(self):
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171 G = nx.Graph([(0, 1, dict(weight=1)), (2, 3, dict(weight=2))])
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172 T = nx.minimum_spanning_tree(G, algorithm=self.algo)
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173 assert_nodes_equal(list(T), list(range(4)))
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174 assert_edges_equal(list(T.edges()), [(0, 1), (2, 3)])
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175
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176 def test_empty_graph(self):
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177 G = nx.empty_graph(3)
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178 T = nx.minimum_spanning_tree(G, algorithm=self.algo)
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179 assert_nodes_equal(sorted(T), list(range(3)))
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180 assert T.number_of_edges() == 0
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181
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182 def test_attributes(self):
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183 G = nx.Graph()
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184 G.add_edge(1, 2, weight=1, color="red", distance=7)
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185 G.add_edge(2, 3, weight=1, color="green", distance=2)
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186 G.add_edge(1, 3, weight=10, color="blue", distance=1)
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187 G.graph["foo"] = "bar"
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188 T = nx.minimum_spanning_tree(G, algorithm=self.algo)
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189 assert T.graph == G.graph
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190 assert_nodes_equal(T, G)
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191 for u, v in T.edges():
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192 assert T.adj[u][v] == G.adj[u][v]
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193
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194 def test_weight_attribute(self):
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195 G = nx.Graph()
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196 G.add_edge(0, 1, weight=1, distance=7)
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197 G.add_edge(0, 2, weight=30, distance=1)
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198 G.add_edge(1, 2, weight=1, distance=1)
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199 G.add_node(3)
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200 T = nx.minimum_spanning_tree(G, algorithm=self.algo, weight="distance")
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201 assert_nodes_equal(sorted(T), list(range(4)))
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202 assert_edges_equal(sorted(T.edges()), [(0, 2), (1, 2)])
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203 T = nx.maximum_spanning_tree(G, algorithm=self.algo, weight="distance")
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204 assert_nodes_equal(sorted(T), list(range(4)))
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205 assert_edges_equal(sorted(T.edges()), [(0, 1), (0, 2)])
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206
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207
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208 class TestBoruvka(MinimumSpanningTreeTestBase):
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209 """Unit tests for computing a minimum (or maximum) spanning tree
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210 using Borůvka's algorithm.
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211
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212 """
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213
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214 algorithm = "boruvka"
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215
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216 def test_unicode_name(self):
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217 """Tests that using a Unicode string can correctly indicate
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218 Borůvka's algorithm.
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219
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220 """
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221 edges = nx.minimum_spanning_edges(self.G, algorithm="borůvka")
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222 # Edges from the spanning edges functions don't come in sorted
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223 # orientation, so we need to sort each edge individually.
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224 actual = sorted((min(u, v), max(u, v), d) for u, v, d in edges)
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225 assert_edges_equal(actual, self.minimum_spanning_edgelist)
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226
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227
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228 class MultigraphMSTTestBase(MinimumSpanningTreeTestBase):
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229 # Abstract class
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230
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231 def test_multigraph_keys_min(self):
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232 """Tests that the minimum spanning edges of a multigraph
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233 preserves edge keys.
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234
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235 """
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236 G = nx.MultiGraph()
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237 G.add_edge(0, 1, key="a", weight=2)
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238 G.add_edge(0, 1, key="b", weight=1)
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239 min_edges = nx.minimum_spanning_edges
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240 mst_edges = min_edges(G, algorithm=self.algo, data=False)
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241 assert_edges_equal([(0, 1, "b")], list(mst_edges))
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242
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243 def test_multigraph_keys_max(self):
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244 """Tests that the maximum spanning edges of a multigraph
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245 preserves edge keys.
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246
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247 """
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248 G = nx.MultiGraph()
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249 G.add_edge(0, 1, key="a", weight=2)
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250 G.add_edge(0, 1, key="b", weight=1)
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251 max_edges = nx.maximum_spanning_edges
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252 mst_edges = max_edges(G, algorithm=self.algo, data=False)
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253 assert_edges_equal([(0, 1, "a")], list(mst_edges))
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254
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255
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256 class TestKruskal(MultigraphMSTTestBase):
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257 """Unit tests for computing a minimum (or maximum) spanning tree
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258 using Kruskal's algorithm.
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259
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260 """
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261
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262 algorithm = "kruskal"
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263
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264
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265 class TestPrim(MultigraphMSTTestBase):
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266 """Unit tests for computing a minimum (or maximum) spanning tree
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267 using Prim's algorithm.
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268
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269 """
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270
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271 algorithm = "prim"
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272
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273 def test_multigraph_keys_tree(self):
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274 G = nx.MultiGraph()
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275 G.add_edge(0, 1, key="a", weight=2)
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276 G.add_edge(0, 1, key="b", weight=1)
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277 T = nx.minimum_spanning_tree(G)
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278 assert_edges_equal([(0, 1, 1)], list(T.edges(data="weight")))
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279
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280 def test_multigraph_keys_tree_max(self):
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281 G = nx.MultiGraph()
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282 G.add_edge(0, 1, key="a", weight=2)
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283 G.add_edge(0, 1, key="b", weight=1)
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284 T = nx.maximum_spanning_tree(G)
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285 assert_edges_equal([(0, 1, 2)], list(T.edges(data="weight")))