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1.. Copyright (C) 2004-2009 The Trustees of Indiana University.
2 Use, modification and distribution is subject to the Boost Software
3 License, Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
4 http://www.boost.org/LICENSE_1_0.txt)
5
6===========================================
7|Logo| Connected Components Parallel Search
8===========================================
9
10::
11
12 namespace graph { namespace distributed {
13 template<typename Graph, typename ComponentMap>
14 typename property_traits<ComponentMap>::value_type
15 connected_components_ps(const Graph& g, ComponentMap c)
16 } }
17
18The ``connected_components_ps()`` function computes the connected
19components of a graph by performing a breadth-first search from
20several sources in parallel while recording and eventually resolving
21the collisions.
22
23.. contents::
24
25Where Defined
26-------------
27<``boost/graph/distributed/connected_components_parallel_search.hpp``>
28
29Parameters
30----------
31
32IN: ``const Graph& g``
33 The graph type must be a model of `Distributed Graph`_. The graph
34 type must also model the `Incidence Graph`_ and be directed.
35
36OUT: ``ComponentMap c``
37 The algorithm computes how many connected components are in the
38 graph, and assigns each component an integer label. The algorithm
39 then records to which component each vertex in the graph belongs by
40 recording the component number in the component property map. The
41 ``ComponentMap`` type must be a `Distributed Property Map`_. The
42 value type must be the ``vertices_size_type`` of the graph. The key
43 type must be the graph's vertex descriptor type.
44
45Complexity
46----------
47
48*O(PN^2 + VNP)* work, in *O(N + V)* time, where N is the
49number of mappings and V is the number of local vertices.
50
51Algorithm Description
52---------------------
53
54Every *N* th nodes starts a parallel search from the first vertex in
55their local vertex list during the first superstep (the other nodes
56remain idle during the first superstep to reduce the number of
57conflicts in numbering the components). At each superstep, all new
58component mappings from remote nodes are handled. If there is no work
59from remote updates, a new vertex is removed from the local list and
60added to the work queue.
61
62Components are allocated from the ``component_value_allocator``
63object, which ensures that a given component number is unique in the
64system, currently by using the rank and number of processes to stride
65allocations.
66
67When two components are discovered to actually be the same component,
68a collision is recorded. The lower component number is prefered in
69the resolution, so component numbering resolution is consistent.
70After the search has exhausted all vertices in the graph, the mapping
71is shared with all processes and they independently resolve the
72comonent mapping. This phase can likely be significantly sped up if a
73clever algorithm for the reduction can be found.
74
75-----------------------------------------------------------------------------
76
77Copyright (C) 2009 The Trustees of Indiana University.
78
79Authors: Brian Barrett, Douglas Gregor, and Andrew Lumsdaine
80
81.. |Logo| image:: pbgl-logo.png
82 :align: middle
83 :alt: Parallel BGL
84 :target: http://www.osl.iu.edu/research/pbgl
85
86.. _Distributed Graph: DistributedGraph.html
87.. _Distributed Property Map: distributed_property_map.html
88.. _Incidence Graph: http://www.boost.org/libs/graph/doc/IncidenceGraph.html