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7 <title>Parallel BGL Connected Components Parallel Search</title>
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12 <h1 class="title"><a class="reference external" href="http://www.osl.iu.edu/research/pbgl"><img align="middle" alt="Parallel BGL" class="align-middle" src="pbgl-logo.png" /></a> Connected Components Parallel Search</h1>
13
14 <!-- Copyright (C) 2004-2009 The Trustees of Indiana University.
15 Use, modification and distribution is subject to the Boost Software
16 License, Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
17 http://www.boost.org/LICENSE_1_0.txt) -->
18 <pre class="literal-block">
19 namespace graph { namespace distributed {
20 template&lt;typename Graph, typename ComponentMap&gt;
21 typename property_traits&lt;ComponentMap&gt;::value_type
22 connected_components_ps(const Graph&amp; g, ComponentMap c)
23 } }
24 </pre>
25 <p>The <tt class="docutils literal"><span class="pre">connected_components_ps()</span></tt> function computes the connected
26 components of a graph by performing a breadth-first search from
27 several sources in parallel while recording and eventually resolving
28 the collisions.</p>
29 <div class="contents topic" id="contents">
30 <p class="topic-title first">Contents</p>
31 <ul class="simple">
32 <li><a class="reference internal" href="#where-defined" id="id1">Where Defined</a></li>
33 <li><a class="reference internal" href="#parameters" id="id2">Parameters</a></li>
34 <li><a class="reference internal" href="#complexity" id="id3">Complexity</a></li>
35 <li><a class="reference internal" href="#algorithm-description" id="id4">Algorithm Description</a></li>
36 </ul>
37 </div>
38 <div class="section" id="where-defined">
39 <h1><a class="toc-backref" href="#id1">Where Defined</a></h1>
40 <p>&lt;<tt class="docutils literal"><span class="pre">boost/graph/distributed/connected_components_parallel_search.hpp</span></tt>&gt;</p>
41 </div>
42 <div class="section" id="parameters">
43 <h1><a class="toc-backref" href="#id2">Parameters</a></h1>
44 <dl class="docutils">
45 <dt>IN: <tt class="docutils literal"><span class="pre">const</span> <span class="pre">Graph&amp;</span> <span class="pre">g</span></tt></dt>
46 <dd>The graph type must be a model of <a class="reference external" href="DistributedGraph.html">Distributed Graph</a>. The graph
47 type must also model the <a class="reference external" href="http://www.boost.org/libs/graph/doc/IncidenceGraph.html">Incidence Graph</a> and be directed.</dd>
48 <dt>OUT: <tt class="docutils literal"><span class="pre">ComponentMap</span> <span class="pre">c</span></tt></dt>
49 <dd>The algorithm computes how many connected components are in the
50 graph, and assigns each component an integer label. The algorithm
51 then records to which component each vertex in the graph belongs by
52 recording the component number in the component property map. The
53 <tt class="docutils literal"><span class="pre">ComponentMap</span></tt> type must be a <a class="reference external" href="distributed_property_map.html">Distributed Property Map</a>. The
54 value type must be the <tt class="docutils literal"><span class="pre">vertices_size_type</span></tt> of the graph. The key
55 type must be the graph's vertex descriptor type.</dd>
56 </dl>
57 </div>
58 <div class="section" id="complexity">
59 <h1><a class="toc-backref" href="#id3">Complexity</a></h1>
60 <p><em>O(PN^2 + VNP)</em> work, in <em>O(N + V)</em> time, where N is the
61 number of mappings and V is the number of local vertices.</p>
62 </div>
63 <div class="section" id="algorithm-description">
64 <h1><a class="toc-backref" href="#id4">Algorithm Description</a></h1>
65 <p>Every <em>N</em> th nodes starts a parallel search from the first vertex in
66 their local vertex list during the first superstep (the other nodes
67 remain idle during the first superstep to reduce the number of
68 conflicts in numbering the components). At each superstep, all new
69 component mappings from remote nodes are handled. If there is no work
70 from remote updates, a new vertex is removed from the local list and
71 added to the work queue.</p>
72 <p>Components are allocated from the <tt class="docutils literal"><span class="pre">component_value_allocator</span></tt>
73 object, which ensures that a given component number is unique in the
74 system, currently by using the rank and number of processes to stride
75 allocations.</p>
76 <p>When two components are discovered to actually be the same component,
77 a collision is recorded. The lower component number is prefered in
78 the resolution, so component numbering resolution is consistent.
79 After the search has exhausted all vertices in the graph, the mapping
80 is shared with all processes and they independently resolve the
81 comonent mapping. This phase can likely be significantly sped up if a
82 clever algorithm for the reduction can be found.</p>
83 <hr class="docutils" />
84 <p>Copyright (C) 2009 The Trustees of Indiana University.</p>
85 <p>Authors: Brian Barrett, Douglas Gregor, and Andrew Lumsdaine</p>
86 </div>
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