annotate env/lib/python3.9/site-packages/networkx/algorithms/traversal/edgebfs.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 """
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2 =============================
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3 Breadth First Search on Edges
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4 =============================
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5
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6 Algorithms for a breadth-first traversal of edges in a graph.
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7
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8 """
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9 from collections import deque
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10 import networkx as nx
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11
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12 FORWARD = "forward"
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13 REVERSE = "reverse"
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14
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15 __all__ = ["edge_bfs"]
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16
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17
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18 def edge_bfs(G, source=None, orientation=None):
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19 """A directed, breadth-first-search of edges in `G`, beginning at `source`.
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20
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21 Yield the edges of G in a breadth-first-search order continuing until
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22 all edges are generated.
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23
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24 Parameters
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25 ----------
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26 G : graph
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27 A directed/undirected graph/multigraph.
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28
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29 source : node, list of nodes
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30 The node from which the traversal begins. If None, then a source
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31 is chosen arbitrarily and repeatedly until all edges from each node in
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32 the graph are searched.
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33
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34 orientation : None | 'original' | 'reverse' | 'ignore' (default: None)
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35 For directed graphs and directed multigraphs, edge traversals need not
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36 respect the original orientation of the edges.
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37 When set to 'reverse' every edge is traversed in the reverse direction.
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38 When set to 'ignore', every edge is treated as undirected.
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39 When set to 'original', every edge is treated as directed.
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40 In all three cases, the yielded edge tuples add a last entry to
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41 indicate the direction in which that edge was traversed.
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42 If orientation is None, the yielded edge has no direction indicated.
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43 The direction is respected, but not reported.
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44
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45 Yields
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46 ------
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47 edge : directed edge
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48 A directed edge indicating the path taken by the breadth-first-search.
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49 For graphs, `edge` is of the form `(u, v)` where `u` and `v`
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50 are the tail and head of the edge as determined by the traversal.
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51 For multigraphs, `edge` is of the form `(u, v, key)`, where `key` is
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52 the key of the edge. When the graph is directed, then `u` and `v`
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53 are always in the order of the actual directed edge.
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54 If orientation is not None then the edge tuple is extended to include
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55 the direction of traversal ('forward' or 'reverse') on that edge.
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56
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57 Examples
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58 --------
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59 >>> nodes = [0, 1, 2, 3]
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60 >>> edges = [(0, 1), (1, 0), (1, 0), (2, 0), (2, 1), (3, 1)]
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61
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62 >>> list(nx.edge_bfs(nx.Graph(edges), nodes))
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63 [(0, 1), (0, 2), (1, 2), (1, 3)]
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64
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65 >>> list(nx.edge_bfs(nx.DiGraph(edges), nodes))
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66 [(0, 1), (1, 0), (2, 0), (2, 1), (3, 1)]
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67
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68 >>> list(nx.edge_bfs(nx.MultiGraph(edges), nodes))
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69 [(0, 1, 0), (0, 1, 1), (0, 1, 2), (0, 2, 0), (1, 2, 0), (1, 3, 0)]
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70
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71 >>> list(nx.edge_bfs(nx.MultiDiGraph(edges), nodes))
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72 [(0, 1, 0), (1, 0, 0), (1, 0, 1), (2, 0, 0), (2, 1, 0), (3, 1, 0)]
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73
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74 >>> list(nx.edge_bfs(nx.DiGraph(edges), nodes, orientation="ignore"))
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75 [(0, 1, 'forward'), (1, 0, 'reverse'), (2, 0, 'reverse'), (2, 1, 'reverse'), (3, 1, 'reverse')]
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76
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77 >>> list(nx.edge_bfs(nx.MultiDiGraph(edges), nodes, orientation="ignore"))
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78 [(0, 1, 0, 'forward'), (1, 0, 0, 'reverse'), (1, 0, 1, 'reverse'), (2, 0, 0, 'reverse'), (2, 1, 0, 'reverse'), (3, 1, 0, 'reverse')]
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79
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80 Notes
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81 -----
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82 The goal of this function is to visit edges. It differs from the more
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83 familiar breadth-first-search of nodes, as provided by
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84 :func:`networkx.algorithms.traversal.breadth_first_search.bfs_edges`, in
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85 that it does not stop once every node has been visited. In a directed graph
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86 with edges [(0, 1), (1, 2), (2, 1)], the edge (2, 1) would not be visited
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87 if not for the functionality provided by this function.
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88
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89 The naming of this function is very similar to bfs_edges. The difference
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90 is that 'edge_bfs' yields edges even if they extend back to an already
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91 explored node while 'bfs_edges' yields the edges of the tree that results
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92 from a breadth-first-search (BFS) so no edges are reported if they extend
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93 to already explored nodes. That means 'edge_bfs' reports all edges while
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94 'bfs_edges' only report those traversed by a node-based BFS. Yet another
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95 description is that 'bfs_edges' reports the edges traversed during BFS
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96 while 'edge_bfs' reports all edges in the order they are explored.
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97
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98 See Also
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99 --------
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100 bfs_edges
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101 bfs_tree
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102 edge_dfs
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103
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104 """
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105 nodes = list(G.nbunch_iter(source))
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106 if not nodes:
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107 return
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108
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109 directed = G.is_directed()
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110 kwds = {"data": False}
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111 if G.is_multigraph() is True:
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112 kwds["keys"] = True
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113
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114 # set up edge lookup
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115 if orientation is None:
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116
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117 def edges_from(node):
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118 return iter(G.edges(node, **kwds))
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119
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120 elif not directed or orientation == "original":
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121
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122 def edges_from(node):
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123 for e in G.edges(node, **kwds):
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124 yield e + (FORWARD,)
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125
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126 elif orientation == "reverse":
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127
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128 def edges_from(node):
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129 for e in G.in_edges(node, **kwds):
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130 yield e + (REVERSE,)
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131
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132 elif orientation == "ignore":
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133
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134 def edges_from(node):
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135 for e in G.edges(node, **kwds):
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136 yield e + (FORWARD,)
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137 for e in G.in_edges(node, **kwds):
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138 yield e + (REVERSE,)
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139
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140 else:
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141 raise nx.NetworkXError("invalid orientation argument.")
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142
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143 if directed:
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144 neighbors = G.successors
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145
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146 def edge_id(edge):
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147 # remove direction indicator
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148 return edge[:-1] if orientation is not None else edge
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149
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150 else:
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151 neighbors = G.neighbors
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152
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153 def edge_id(edge):
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154 return (frozenset(edge[:2]),) + edge[2:]
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155
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156 check_reverse = directed and orientation in ("reverse", "ignore")
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157
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158 # start BFS
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159 visited_nodes = {n for n in nodes}
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160 visited_edges = set()
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161 queue = deque([(n, edges_from(n)) for n in nodes])
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162 while queue:
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163 parent, children_edges = queue.popleft()
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164 for edge in children_edges:
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165 if check_reverse and edge[-1] == REVERSE:
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166 child = edge[0]
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167 else:
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168 child = edge[1]
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169 if child not in visited_nodes:
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170 visited_nodes.add(child)
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171 queue.append((child, edges_from(child)))
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172 edgeid = edge_id(edge)
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173 if edgeid not in visited_edges:
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174 visited_edges.add(edgeid)
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175 yield edge