annotate env/lib/python3.9/site-packages/networkx/algorithms/components/weakly_connected.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 """Weakly connected components."""
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2 import networkx as nx
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3 from networkx.utils.decorators import not_implemented_for
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4
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5 __all__ = [
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6 "number_weakly_connected_components",
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7 "weakly_connected_components",
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8 "is_weakly_connected",
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9 ]
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10
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11
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12 @not_implemented_for("undirected")
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13 def weakly_connected_components(G):
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14 """Generate weakly connected components of G.
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15
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16 Parameters
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17 ----------
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18 G : NetworkX graph
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19 A directed graph
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20
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21 Returns
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22 -------
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23 comp : generator of sets
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24 A generator of sets of nodes, one for each weakly connected
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25 component of G.
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26
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27 Raises
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28 ------
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29 NetworkXNotImplemented
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30 If G is undirected.
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31
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32 Examples
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33 --------
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34 Generate a sorted list of weakly connected components, largest first.
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35
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36 >>> G = nx.path_graph(4, create_using=nx.DiGraph())
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37 >>> nx.add_path(G, [10, 11, 12])
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38 >>> [
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39 ... len(c)
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40 ... for c in sorted(nx.weakly_connected_components(G), key=len, reverse=True)
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41 ... ]
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42 [4, 3]
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43
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44 If you only want the largest component, it's more efficient to
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45 use max instead of sort:
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46
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47 >>> largest_cc = max(nx.weakly_connected_components(G), key=len)
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48
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49 See Also
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50 --------
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51 connected_components
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52 strongly_connected_components
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53
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54 Notes
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55 -----
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56 For directed graphs only.
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57
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58 """
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59 seen = set()
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60 for v in G:
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61 if v not in seen:
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62 c = set(_plain_bfs(G, v))
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63 yield c
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64 seen.update(c)
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65
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66
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67 @not_implemented_for("undirected")
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68 def number_weakly_connected_components(G):
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69 """Returns the number of weakly connected components in G.
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70
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71 Parameters
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72 ----------
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73 G : NetworkX graph
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74 A directed graph.
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75
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76 Returns
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77 -------
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78 n : integer
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79 Number of weakly connected components
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80
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81 Raises
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82 ------
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83 NetworkXNotImplemented
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84 If G is undirected.
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85
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86 See Also
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87 --------
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88 weakly_connected_components
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89 number_connected_components
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90 number_strongly_connected_components
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91
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92 Notes
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93 -----
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94 For directed graphs only.
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95
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96 """
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97 return sum(1 for wcc in weakly_connected_components(G))
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98
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99
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100 @not_implemented_for("undirected")
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101 def is_weakly_connected(G):
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102 """Test directed graph for weak connectivity.
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103
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104 A directed graph is weakly connected if and only if the graph
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105 is connected when the direction of the edge between nodes is ignored.
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106
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107 Note that if a graph is strongly connected (i.e. the graph is connected
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108 even when we account for directionality), it is by definition weakly
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109 connected as well.
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110
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111 Parameters
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112 ----------
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113 G : NetworkX Graph
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114 A directed graph.
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115
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116 Returns
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117 -------
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118 connected : bool
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119 True if the graph is weakly connected, False otherwise.
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120
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121 Raises
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122 ------
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123 NetworkXNotImplemented
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124 If G is undirected.
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125
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126 See Also
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127 --------
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128 is_strongly_connected
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129 is_semiconnected
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130 is_connected
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131 is_biconnected
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132 weakly_connected_components
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133
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134 Notes
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135 -----
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136 For directed graphs only.
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137
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138 """
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139 if len(G) == 0:
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140 raise nx.NetworkXPointlessConcept(
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141 """Connectivity is undefined for the null graph."""
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142 )
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143
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144 return len(list(weakly_connected_components(G))[0]) == len(G)
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145
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146
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147 def _plain_bfs(G, source):
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148 """A fast BFS node generator
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149
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150 The direction of the edge between nodes is ignored.
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151
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152 For directed graphs only.
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153
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154 """
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155 Gsucc = G.succ
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156 Gpred = G.pred
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157
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158 seen = set()
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159 nextlevel = {source}
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160 while nextlevel:
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161 thislevel = nextlevel
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162 nextlevel = set()
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163 for v in thislevel:
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164 if v not in seen:
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165 yield v
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166 seen.add(v)
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167 nextlevel.update(Gsucc[v])
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168 nextlevel.update(Gpred[v])