annotate env/lib/python3.9/site-packages/networkx/algorithms/components/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 """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 from ...utils import arbitrary_element
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5
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6 __all__ = [
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7 "number_connected_components",
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8 "connected_components",
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9 "is_connected",
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10 "node_connected_component",
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11 ]
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12
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13
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14 @not_implemented_for("directed")
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15 def connected_components(G):
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16 """Generate connected components.
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17
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18 Parameters
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19 ----------
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20 G : NetworkX graph
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21 An undirected graph
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22
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23 Returns
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24 -------
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25 comp : generator of sets
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26 A generator of sets of nodes, one for each component of G.
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27
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28 Raises
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29 ------
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30 NetworkXNotImplemented
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31 If G is directed.
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32
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33 Examples
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34 --------
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35 Generate a sorted list of connected components, largest first.
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36
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37 >>> G = nx.path_graph(4)
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38 >>> nx.add_path(G, [10, 11, 12])
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39 >>> [len(c) for c in sorted(nx.connected_components(G), key=len, reverse=True)]
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40 [4, 3]
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41
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42 If you only want the largest connected component, it's more
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43 efficient to use max instead of sort.
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44
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45 >>> largest_cc = max(nx.connected_components(G), key=len)
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46
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47 To create the induced subgraph of each component use:
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48
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49 >>> S = [G.subgraph(c).copy() for c in nx.connected_components(G)]
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50
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51 See Also
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52 --------
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53 strongly_connected_components
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54 weakly_connected_components
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55
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56 Notes
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57 -----
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58 For undirected graphs only.
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59
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60 """
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61 seen = set()
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62 for v in G:
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63 if v not in seen:
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64 c = _plain_bfs(G, v)
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65 seen.update(c)
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66 yield c
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67
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68
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69 def number_connected_components(G):
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70 """Returns the number of connected components.
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71
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72 Parameters
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73 ----------
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74 G : NetworkX graph
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75 An undirected graph.
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76
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77 Returns
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78 -------
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79 n : integer
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80 Number of connected components
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81
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82 See Also
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83 --------
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84 connected_components
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85 number_weakly_connected_components
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86 number_strongly_connected_components
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87
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88 Notes
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89 -----
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90 For undirected graphs only.
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91
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92 """
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93 return sum(1 for cc in connected_components(G))
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94
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95
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96 @not_implemented_for("directed")
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97 def is_connected(G):
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98 """Returns True if the graph is connected, False otherwise.
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99
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100 Parameters
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101 ----------
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102 G : NetworkX Graph
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103 An undirected graph.
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104
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105 Returns
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106 -------
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107 connected : bool
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108 True if the graph is connected, false otherwise.
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109
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110 Raises
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111 ------
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112 NetworkXNotImplemented
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113 If G is directed.
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114
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115 Examples
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116 --------
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117 >>> G = nx.path_graph(4)
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118 >>> print(nx.is_connected(G))
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119 True
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120
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121 See Also
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122 --------
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123 is_strongly_connected
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124 is_weakly_connected
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125 is_semiconnected
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126 is_biconnected
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127 connected_components
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128
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129 Notes
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130 -----
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131 For undirected graphs only.
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132
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133 """
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134 if len(G) == 0:
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135 raise nx.NetworkXPointlessConcept(
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136 "Connectivity is undefined ", "for the null graph."
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137 )
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138 return sum(1 for node in _plain_bfs(G, arbitrary_element(G))) == len(G)
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139
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140
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141 @not_implemented_for("directed")
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142 def node_connected_component(G, n):
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143 """Returns the set of nodes in the component of graph containing node n.
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144
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145 Parameters
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146 ----------
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147 G : NetworkX Graph
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148 An undirected graph.
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149
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150 n : node label
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151 A node in G
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152
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153 Returns
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154 -------
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155 comp : set
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156 A set of nodes in the component of G containing node n.
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157
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158 Raises
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159 ------
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160 NetworkXNotImplemented
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161 If G is directed.
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162
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163 See Also
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164 --------
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165 connected_components
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166
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167 Notes
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168 -----
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169 For undirected graphs only.
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170
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171 """
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172 return _plain_bfs(G, n)
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173
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174
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175 def _plain_bfs(G, source):
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176 """A fast BFS node generator"""
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177 G_adj = G.adj
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178 seen = set()
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179 nextlevel = {source}
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180 while nextlevel:
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181 thislevel = nextlevel
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182 nextlevel = set()
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183 for v in thislevel:
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184 if v not in seen:
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185 seen.add(v)
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186 nextlevel.update(G_adj[v])
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187 return seen