annotate env/lib/python3.9/site-packages/networkx/algorithms/tests/test_matching.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 from itertools import permutations
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2 import math
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3
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4 import networkx as nx
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5 from networkx.algorithms.matching import matching_dict_to_set
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6 from networkx.testing import assert_edges_equal
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7
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8
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9 class TestMaxWeightMatching:
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10 """Unit tests for the
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11 :func:`~networkx.algorithms.matching.max_weight_matching` function.
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12
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13 """
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14
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15 def test_trivial1(self):
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16 """Empty graph"""
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17 G = nx.Graph()
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18 assert nx.max_weight_matching(G) == set()
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19
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20 def test_trivial2(self):
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21 """Self loop"""
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22 G = nx.Graph()
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23 G.add_edge(0, 0, weight=100)
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24 assert nx.max_weight_matching(G) == set()
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25
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26 def test_trivial3(self):
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27 """Single edge"""
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28 G = nx.Graph()
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29 G.add_edge(0, 1)
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30 assert_edges_equal(
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31 nx.max_weight_matching(G), matching_dict_to_set({0: 1, 1: 0})
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32 )
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33
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34 def test_trivial4(self):
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35 """Small graph"""
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36 G = nx.Graph()
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37 G.add_edge("one", "two", weight=10)
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38 G.add_edge("two", "three", weight=11)
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39 assert_edges_equal(
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40 nx.max_weight_matching(G),
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41 matching_dict_to_set({"three": "two", "two": "three"}),
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42 )
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43
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44 def test_trivial5(self):
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45 """Path"""
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46 G = nx.Graph()
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47 G.add_edge(1, 2, weight=5)
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48 G.add_edge(2, 3, weight=11)
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49 G.add_edge(3, 4, weight=5)
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50 assert_edges_equal(
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51 nx.max_weight_matching(G), matching_dict_to_set({2: 3, 3: 2})
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52 )
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53 assert_edges_equal(
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54 nx.max_weight_matching(G, 1), matching_dict_to_set({1: 2, 2: 1, 3: 4, 4: 3})
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55 )
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56
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57 def test_trivial6(self):
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58 """Small graph with arbitrary weight attribute"""
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59 G = nx.Graph()
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60 G.add_edge("one", "two", weight=10, abcd=11)
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61 G.add_edge("two", "three", weight=11, abcd=10)
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62 assert_edges_equal(
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63 nx.max_weight_matching(G, weight="abcd"),
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64 matching_dict_to_set({"one": "two", "two": "one"}),
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65 )
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66
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67 def test_floating_point_weights(self):
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68 """Floating point weights"""
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69 G = nx.Graph()
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70 G.add_edge(1, 2, weight=math.pi)
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71 G.add_edge(2, 3, weight=math.exp(1))
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72 G.add_edge(1, 3, weight=3.0)
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73 G.add_edge(1, 4, weight=math.sqrt(2.0))
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74 assert_edges_equal(
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75 nx.max_weight_matching(G), matching_dict_to_set({1: 4, 2: 3, 3: 2, 4: 1})
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76 )
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77
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78 def test_negative_weights(self):
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79 """Negative weights"""
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80 G = nx.Graph()
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81 G.add_edge(1, 2, weight=2)
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82 G.add_edge(1, 3, weight=-2)
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83 G.add_edge(2, 3, weight=1)
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84 G.add_edge(2, 4, weight=-1)
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85 G.add_edge(3, 4, weight=-6)
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86 assert_edges_equal(
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87 nx.max_weight_matching(G), matching_dict_to_set({1: 2, 2: 1})
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88 )
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89 assert_edges_equal(
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90 nx.max_weight_matching(G, 1), matching_dict_to_set({1: 3, 2: 4, 3: 1, 4: 2})
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91 )
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92
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93 def test_s_blossom(self):
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94 """Create S-blossom and use it for augmentation:"""
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95 G = nx.Graph()
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96 G.add_weighted_edges_from([(1, 2, 8), (1, 3, 9), (2, 3, 10), (3, 4, 7)])
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97 assert_edges_equal(
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98 nx.max_weight_matching(G), matching_dict_to_set({1: 2, 2: 1, 3: 4, 4: 3})
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99 )
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100
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101 G.add_weighted_edges_from([(1, 6, 5), (4, 5, 6)])
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102 assert_edges_equal(
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103 nx.max_weight_matching(G),
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104 matching_dict_to_set({1: 6, 2: 3, 3: 2, 4: 5, 5: 4, 6: 1}),
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105 )
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106
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107 def test_s_t_blossom(self):
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108 """Create S-blossom, relabel as T-blossom, use for augmentation:"""
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109 G = nx.Graph()
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110 G.add_weighted_edges_from(
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111 [(1, 2, 9), (1, 3, 8), (2, 3, 10), (1, 4, 5), (4, 5, 4), (1, 6, 3)]
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112 )
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113 assert_edges_equal(
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114 nx.max_weight_matching(G),
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115 matching_dict_to_set({1: 6, 2: 3, 3: 2, 4: 5, 5: 4, 6: 1}),
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116 )
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117 G.add_edge(4, 5, weight=3)
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118 G.add_edge(1, 6, weight=4)
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119 assert_edges_equal(
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120 nx.max_weight_matching(G),
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121 matching_dict_to_set({1: 6, 2: 3, 3: 2, 4: 5, 5: 4, 6: 1}),
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122 )
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123 G.remove_edge(1, 6)
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124 G.add_edge(3, 6, weight=4)
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125 assert_edges_equal(
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126 nx.max_weight_matching(G),
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127 matching_dict_to_set({1: 2, 2: 1, 3: 6, 4: 5, 5: 4, 6: 3}),
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128 )
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129
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130 def test_nested_s_blossom(self):
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131 """Create nested S-blossom, use for augmentation:"""
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132
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133 G = nx.Graph()
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134 G.add_weighted_edges_from(
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135 [
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136 (1, 2, 9),
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137 (1, 3, 9),
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138 (2, 3, 10),
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139 (2, 4, 8),
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140 (3, 5, 8),
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141 (4, 5, 10),
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142 (5, 6, 6),
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143 ]
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144 )
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145 dict_format = {1: 3, 2: 4, 3: 1, 4: 2, 5: 6, 6: 5}
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146 expected = {frozenset(e) for e in matching_dict_to_set(dict_format)}
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147 answer = {frozenset(e) for e in nx.max_weight_matching(G)}
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148 assert answer == expected
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149
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150 def test_nested_s_blossom_relabel(self):
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151 """Create S-blossom, relabel as S, include in nested S-blossom:"""
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152 G = nx.Graph()
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153 G.add_weighted_edges_from(
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154 [
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155 (1, 2, 10),
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156 (1, 7, 10),
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157 (2, 3, 12),
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158 (3, 4, 20),
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159 (3, 5, 20),
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160 (4, 5, 25),
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161 (5, 6, 10),
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162 (6, 7, 10),
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163 (7, 8, 8),
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164 ]
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165 )
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166 assert_edges_equal(
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167 nx.max_weight_matching(G),
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168 matching_dict_to_set({1: 2, 2: 1, 3: 4, 4: 3, 5: 6, 6: 5, 7: 8, 8: 7}),
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169 )
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170
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171 def test_nested_s_blossom_expand(self):
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172 """Create nested S-blossom, augment, expand recursively:"""
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173 G = nx.Graph()
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174 G.add_weighted_edges_from(
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175 [
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176 (1, 2, 8),
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177 (1, 3, 8),
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178 (2, 3, 10),
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179 (2, 4, 12),
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180 (3, 5, 12),
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181 (4, 5, 14),
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182 (4, 6, 12),
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183 (5, 7, 12),
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184 (6, 7, 14),
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185 (7, 8, 12),
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186 ]
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187 )
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188 assert_edges_equal(
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189 nx.max_weight_matching(G),
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190 matching_dict_to_set({1: 2, 2: 1, 3: 5, 4: 6, 5: 3, 6: 4, 7: 8, 8: 7}),
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191 )
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192
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193 def test_s_blossom_relabel_expand(self):
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194 """Create S-blossom, relabel as T, expand:"""
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195 G = nx.Graph()
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196 G.add_weighted_edges_from(
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197 [
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198 (1, 2, 23),
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199 (1, 5, 22),
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200 (1, 6, 15),
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201 (2, 3, 25),
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202 (3, 4, 22),
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203 (4, 5, 25),
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204 (4, 8, 14),
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205 (5, 7, 13),
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206 ]
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207 )
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208 assert_edges_equal(
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209 nx.max_weight_matching(G),
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210 matching_dict_to_set({1: 6, 2: 3, 3: 2, 4: 8, 5: 7, 6: 1, 7: 5, 8: 4}),
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211 )
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212
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213 def test_nested_s_blossom_relabel_expand(self):
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214 """Create nested S-blossom, relabel as T, expand:"""
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215 G = nx.Graph()
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216 G.add_weighted_edges_from(
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217 [
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218 (1, 2, 19),
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219 (1, 3, 20),
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220 (1, 8, 8),
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221 (2, 3, 25),
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222 (2, 4, 18),
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223 (3, 5, 18),
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224 (4, 5, 13),
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225 (4, 7, 7),
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226 (5, 6, 7),
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227 ]
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228 )
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229 assert_edges_equal(
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230 nx.max_weight_matching(G),
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231 matching_dict_to_set({1: 8, 2: 3, 3: 2, 4: 7, 5: 6, 6: 5, 7: 4, 8: 1}),
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232 )
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233
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234 def test_nasty_blossom1(self):
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235 """Create blossom, relabel as T in more than one way, expand,
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236 augment:
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237 """
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238 G = nx.Graph()
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239 G.add_weighted_edges_from(
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240 [
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241 (1, 2, 45),
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242 (1, 5, 45),
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243 (2, 3, 50),
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244 (3, 4, 45),
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245 (4, 5, 50),
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246 (1, 6, 30),
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247 (3, 9, 35),
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248 (4, 8, 35),
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249 (5, 7, 26),
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250 (9, 10, 5),
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251 ]
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252 )
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253 assert_edges_equal(
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254 nx.max_weight_matching(G),
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255 matching_dict_to_set(
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256 {1: 6, 2: 3, 3: 2, 4: 8, 5: 7, 6: 1, 7: 5, 8: 4, 9: 10, 10: 9}
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257 ),
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258 )
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259
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260 def test_nasty_blossom2(self):
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261 """Again but slightly different:"""
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262 G = nx.Graph()
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263 G.add_weighted_edges_from(
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264 [
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265 (1, 2, 45),
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266 (1, 5, 45),
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267 (2, 3, 50),
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268 (3, 4, 45),
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269 (4, 5, 50),
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270 (1, 6, 30),
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271 (3, 9, 35),
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272 (4, 8, 26),
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273 (5, 7, 40),
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274 (9, 10, 5),
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275 ]
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276 )
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277 assert_edges_equal(
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278 nx.max_weight_matching(G),
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279 matching_dict_to_set(
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280 {1: 6, 2: 3, 3: 2, 4: 8, 5: 7, 6: 1, 7: 5, 8: 4, 9: 10, 10: 9}
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281 ),
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282 )
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283
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284 def test_nasty_blossom_least_slack(self):
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285 """Create blossom, relabel as T, expand such that a new
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286 least-slack S-to-free dge is produced, augment:
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287 """
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288 G = nx.Graph()
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289 G.add_weighted_edges_from(
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290 [
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291 (1, 2, 45),
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292 (1, 5, 45),
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293 (2, 3, 50),
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294 (3, 4, 45),
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295 (4, 5, 50),
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296 (1, 6, 30),
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297 (3, 9, 35),
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298 (4, 8, 28),
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299 (5, 7, 26),
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300 (9, 10, 5),
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301 ]
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302 )
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303 assert_edges_equal(
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304 nx.max_weight_matching(G),
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305 matching_dict_to_set(
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306 {1: 6, 2: 3, 3: 2, 4: 8, 5: 7, 6: 1, 7: 5, 8: 4, 9: 10, 10: 9}
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307 ),
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308 )
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309
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310 def test_nasty_blossom_augmenting(self):
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311 """Create nested blossom, relabel as T in more than one way"""
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312 # expand outer blossom such that inner blossom ends up on an
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313 # augmenting path:
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314 G = nx.Graph()
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315 G.add_weighted_edges_from(
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316 [
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317 (1, 2, 45),
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318 (1, 7, 45),
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319 (2, 3, 50),
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320 (3, 4, 45),
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321 (4, 5, 95),
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322 (4, 6, 94),
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parents:
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323 (5, 6, 94),
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324 (6, 7, 50),
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325 (1, 8, 30),
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326 (3, 11, 35),
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parents:
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327 (5, 9, 36),
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328 (7, 10, 26),
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329 (11, 12, 5),
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330 ]
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331 )
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332 assert_edges_equal(
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333 nx.max_weight_matching(G),
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334 matching_dict_to_set(
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335 {
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336 1: 8,
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337 2: 3,
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338 3: 2,
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339 4: 6,
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340 5: 9,
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341 6: 4,
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342 7: 10,
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343 8: 1,
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344 9: 5,
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345 10: 7,
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346 11: 12,
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347 12: 11,
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348 }
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349 ),
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350 )
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351
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352 def test_nasty_blossom_expand_recursively(self):
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353 """Create nested S-blossom, relabel as S, expand recursively:"""
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354 G = nx.Graph()
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355 G.add_weighted_edges_from(
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356 [
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357 (1, 2, 40),
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parents:
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358 (1, 3, 40),
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parents:
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359 (2, 3, 60),
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parents:
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360 (2, 4, 55),
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parents:
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361 (3, 5, 55),
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parents:
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362 (4, 5, 50),
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parents:
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363 (1, 8, 15),
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parents:
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364 (5, 7, 30),
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parents:
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365 (7, 6, 10),
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parents:
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366 (8, 10, 10),
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367 (4, 9, 30),
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368 ]
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369 )
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370 assert_edges_equal(
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371 nx.max_weight_matching(G),
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372 matching_dict_to_set(
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373 {1: 2, 2: 1, 3: 5, 4: 9, 5: 3, 6: 7, 7: 6, 8: 10, 9: 4, 10: 8}
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374 ),
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375 )
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376
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377
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378 class TestIsMatching:
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379 """Unit tests for the
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380 :func:`~networkx.algorithms.matching.is_matching` function.
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381
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382 """
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383
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384 def test_dict(self):
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385 G = nx.path_graph(4)
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386 assert nx.is_matching(G, {0: 1, 1: 0, 2: 3, 3: 2})
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387
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388 def test_empty_matching(self):
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389 G = nx.path_graph(4)
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390 assert nx.is_matching(G, set())
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391
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392 def test_single_edge(self):
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393 G = nx.path_graph(4)
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394 assert nx.is_matching(G, {(1, 2)})
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395
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396 def test_edge_order(self):
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397 G = nx.path_graph(4)
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398 assert nx.is_matching(G, {(0, 1), (2, 3)})
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399 assert nx.is_matching(G, {(1, 0), (2, 3)})
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400 assert nx.is_matching(G, {(0, 1), (3, 2)})
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401 assert nx.is_matching(G, {(1, 0), (3, 2)})
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402
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403 def test_valid(self):
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404 G = nx.path_graph(4)
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405 assert nx.is_matching(G, {(0, 1), (2, 3)})
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406
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407 def test_invalid(self):
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408 G = nx.path_graph(4)
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409 assert not nx.is_matching(G, {(0, 1), (1, 2), (2, 3)})
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410
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411
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412 class TestIsMaximalMatching:
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413 """Unit tests for the
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414 :func:`~networkx.algorithms.matching.is_maximal_matching` function.
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415
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416 """
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417
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418 def test_dict(self):
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419 G = nx.path_graph(4)
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420 assert nx.is_maximal_matching(G, {0: 1, 1: 0, 2: 3, 3: 2})
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421
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422 def test_valid(self):
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423 G = nx.path_graph(4)
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424 assert nx.is_maximal_matching(G, {(0, 1), (2, 3)})
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425
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426 def test_not_matching(self):
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427 G = nx.path_graph(4)
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428 assert not nx.is_maximal_matching(G, {(0, 1), (1, 2), (2, 3)})
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429
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430 def test_not_maximal(self):
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431 G = nx.path_graph(4)
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432 assert not nx.is_maximal_matching(G, {(0, 1)})
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433
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434
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435 class TestIsPerfectMatching:
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436 """Unit tests for the
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437 :func:`~networkx.algorithms.matching.is_perfect_matching` function.
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438
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439 """
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440
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441 def test_dict(self):
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442 G = nx.path_graph(4)
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443 assert nx.is_perfect_matching(G, {0: 1, 1: 0, 2: 3, 3: 2})
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444
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445 def test_valid(self):
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446 G = nx.path_graph(4)
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447 assert nx.is_perfect_matching(G, {(0, 1), (2, 3)})
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448
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449 def test_valid_not_path(self):
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450 G = nx.cycle_graph(4)
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451 G.add_edge(0, 4)
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452 G.add_edge(1, 4)
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453 G.add_edge(5, 2)
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454
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455 assert nx.is_perfect_matching(G, {(1, 4), (0, 3), (5, 2)})
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456
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457 def test_not_matching(self):
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458 G = nx.path_graph(4)
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459 assert not nx.is_perfect_matching(G, {(0, 1), (1, 2), (2, 3)})
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460
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461 def test_maximal_but_not_perfect(self):
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462 G = nx.cycle_graph(4)
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463 G.add_edge(0, 4)
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464 G.add_edge(1, 4)
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465
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466 assert not nx.is_perfect_matching(G, {(1, 4), (0, 3)})
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467
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468
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469 class TestMaximalMatching:
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470 """Unit tests for the
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471 :func:`~networkx.algorithms.matching.maximal_matching`.
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472
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473 """
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474
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475 def test_valid_matching(self):
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476 edges = [(1, 2), (1, 5), (2, 3), (2, 5), (3, 4), (3, 6), (5, 6)]
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477 G = nx.Graph(edges)
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478 matching = nx.maximal_matching(G)
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479 assert nx.is_maximal_matching(G, matching)
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480
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481 def test_single_edge_matching(self):
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482 # In the star graph, any maximal matching has just one edge.
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483 G = nx.star_graph(5)
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484 matching = nx.maximal_matching(G)
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485 assert 1 == len(matching)
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486 assert nx.is_maximal_matching(G, matching)
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487
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488 def test_self_loops(self):
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489 # Create the path graph with two self-loops.
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490 G = nx.path_graph(3)
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491 G.add_edges_from([(0, 0), (1, 1)])
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492 matching = nx.maximal_matching(G)
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493 assert len(matching) == 1
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494 # The matching should never include self-loops.
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495 assert not any(u == v for u, v in matching)
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496 assert nx.is_maximal_matching(G, matching)
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497
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498 def test_ordering(self):
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499 """Tests that a maximal matching is computed correctly
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500 regardless of the order in which nodes are added to the graph.
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501
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502 """
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503 for nodes in permutations(range(3)):
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504 G = nx.Graph()
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505 G.add_nodes_from(nodes)
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506 G.add_edges_from([(0, 1), (0, 2)])
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507 matching = nx.maximal_matching(G)
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508 assert len(matching) == 1
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509 assert nx.is_maximal_matching(G, matching)