178 lines
5.4 KiB
Python
178 lines
5.4 KiB
Python
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"""
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Generators for the small graph atlas.
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"""
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import gzip
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from itertools import islice
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import os
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import os.path
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import networkx as nx
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__all__ = ["graph_atlas", "graph_atlas_g"]
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#: The total number of graphs in the atlas.
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#:
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#: The graphs are labeled starting from 0 and extending to (but not
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#: including) this number.
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NUM_GRAPHS = 1253
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#: The absolute path representing the directory containing this file.
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THIS_DIR = os.path.dirname(os.path.abspath(__file__))
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#: The path to the data file containing the graph edge lists.
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#:
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#: This is the absolute path of the gzipped text file containing the
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#: edge list for each graph in the atlas. The file contains one entry
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#: per graph in the atlas, in sequential order, starting from graph
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#: number 0 and extending through graph number 1252 (see
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#: :data:`NUM_GRAPHS`). Each entry looks like
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#:
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#: .. sourcecode:: text
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#:
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#: GRAPH 6
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#: NODES 3
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#: 0 1
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#: 0 2
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#:
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#: where the first two lines are the graph's index in the atlas and the
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#: number of nodes in the graph, and the remaining lines are the edge
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#: list.
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#:
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#: This file was generated from a Python list of graphs via code like
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#: the following::
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#:
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#: import gzip
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#: from networkx.generators.atlas import graph_atlas_g
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#: from networkx.readwrite.edgelist import write_edgelist
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#:
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#: with gzip.open('atlas.dat.gz', 'wb') as f:
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#: for i, G in enumerate(graph_atlas_g()):
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#: f.write(bytes(f'GRAPH {i}\n', encoding='utf-8'))
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#: f.write(bytes(f'NODES {len(G)}\n', encoding='utf-8'))
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#: write_edgelist(G, f, data=False)
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#:
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ATLAS_FILE = os.path.join(THIS_DIR, "atlas.dat.gz")
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def _generate_graphs():
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"""Sequentially read the file containing the edge list data for the
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graphs in the atlas and generate the graphs one at a time.
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This function reads the file given in :data:`.ATLAS_FILE`.
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"""
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with gzip.open(ATLAS_FILE, "rb") as f:
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line = f.readline()
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while line and line.startswith(b"GRAPH"):
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# The first two lines of each entry tell us the index of the
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# graph in the list and the number of nodes in the graph.
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# They look like this:
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#
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# GRAPH 3
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# NODES 2
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#
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graph_index = int(line[6:].rstrip())
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line = f.readline()
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num_nodes = int(line[6:].rstrip())
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# The remaining lines contain the edge list, until the next
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# GRAPH line (or until the end of the file).
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edgelist = []
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line = f.readline()
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while line and not line.startswith(b"GRAPH"):
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edgelist.append(line.rstrip())
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line = f.readline()
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G = nx.Graph()
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G.name = f"G{graph_index}"
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G.add_nodes_from(range(num_nodes))
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G.add_edges_from(tuple(map(int, e.split())) for e in edgelist)
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yield G
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def graph_atlas(i):
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"""Returns graph number `i` from the Graph Atlas.
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For more information, see :func:`.graph_atlas_g`.
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Parameters
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----------
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i : int
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The index of the graph from the atlas to get. The graph at index
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0 is assumed to be the null graph.
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Returns
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-------
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list
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A list of :class:`~networkx.Graph` objects, the one at index *i*
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corresponding to the graph *i* in the Graph Atlas.
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See also
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--------
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graph_atlas_g
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Notes
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-----
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The time required by this function increases linearly with the
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argument `i`, since it reads a large file sequentially in order to
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generate the graph [1]_.
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References
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----------
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.. [1] Ronald C. Read and Robin J. Wilson, *An Atlas of Graphs*.
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Oxford University Press, 1998.
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"""
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if not (0 <= i < NUM_GRAPHS):
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raise ValueError(f"index must be between 0 and {NUM_GRAPHS}")
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return next(islice(_generate_graphs(), i, None))
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def graph_atlas_g():
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"""Returns the list of all graphs with up to seven nodes named in the
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Graph Atlas.
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The graphs are listed in increasing order by
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1. number of nodes,
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2. number of edges,
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3. degree sequence (for example 111223 < 112222),
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4. number of automorphisms,
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in that order, with three exceptions as described in the *Notes*
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section below. This causes the list to correspond with the index of
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the graphs in the Graph Atlas [atlas]_, with the first graph,
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``G[0]``, being the null graph.
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Returns
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-------
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list
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A list of :class:`~networkx.Graph` objects, the one at index *i*
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corresponding to the graph *i* in the Graph Atlas.
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See also
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--------
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graph_atlas
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Notes
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-----
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This function may be expensive in both time and space, since it
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reads a large file sequentially in order to populate the list.
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Although the NetworkX atlas functions match the order of graphs
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given in the "Atlas of Graphs" book, there are (at least) three
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errors in the ordering described in the book. The following three
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pairs of nodes violate the lexicographically nondecreasing sorted
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degree sequence rule:
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- graphs 55 and 56 with degree sequences 001111 and 000112,
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- graphs 1007 and 1008 with degree sequences 3333444 and 3333336,
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- graphs 1012 and 1213 with degree sequences 1244555 and 1244456.
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References
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----------
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.. [atlas] Ronald C. Read and Robin J. Wilson,
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*An Atlas of Graphs*.
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Oxford University Press, 1998.
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"""
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return list(_generate_graphs())
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