# HG changeset patch # User Balazs Dezso # Date 1253953051 -7200 # Node ID 61120524af27864803c669d537d0b9f2484abeb6 # Parent 636dadefe1e6736f97988b05d6b4e7f95e4c5b9c Fractional matching initialization of weighted matchings (#314) diff -r 636dadefe1e6 -r 61120524af27 lemon/matching.h --- a/lemon/matching.h Fri Sep 25 21:51:36 2009 +0200 +++ b/lemon/matching.h Sat Sep 26 10:17:31 2009 +0200 @@ -28,6 +28,7 @@ #include #include #include +#include ///\ingroup matching ///\file @@ -797,6 +798,10 @@ BinHeap *_delta4; Value _delta_sum; + int _unmatched; + + typedef MaxWeightedFractionalMatching FractionalMatching; + FractionalMatching *_fractional; void createStructures() { _node_num = countNodes(_graph); @@ -1559,10 +1564,16 @@ _delta3_index(0), _delta3(0), _delta4_index(0), _delta4(0), - _delta_sum() {} + _delta_sum(), _unmatched(0), + + _fractional(0) + {} ~MaxWeightedMatching() { destroyStructures(); + if (_fractional) { + delete _fractional; + } } /// \name Execution Control @@ -1591,6 +1602,8 @@ (*_delta4_index)[i] = _delta4->PRE_HEAP; } + _unmatched = _node_num; + int index = 0; for (NodeIt n(_graph); n != INVALID; ++n) { Value max = 0; @@ -1625,18 +1638,155 @@ } } + /// \brief Initialize the algorithm with fractional matching + /// + /// This function initializes the algorithm with a fractional + /// matching. This initialization is also called jumpstart heuristic. + void fractionalInit() { + createStructures(); + + if (_fractional == 0) { + _fractional = new FractionalMatching(_graph, _weight, false); + } + _fractional->run(); + + for (ArcIt e(_graph); e != INVALID; ++e) { + (*_node_heap_index)[e] = BinHeap::PRE_HEAP; + } + for (NodeIt n(_graph); n != INVALID; ++n) { + (*_delta1_index)[n] = _delta1->PRE_HEAP; + } + for (EdgeIt e(_graph); e != INVALID; ++e) { + (*_delta3_index)[e] = _delta3->PRE_HEAP; + } + for (int i = 0; i < _blossom_num; ++i) { + (*_delta2_index)[i] = _delta2->PRE_HEAP; + (*_delta4_index)[i] = _delta4->PRE_HEAP; + } + + _unmatched = 0; + + int index = 0; + for (NodeIt n(_graph); n != INVALID; ++n) { + Value pot = _fractional->nodeValue(n); + (*_node_index)[n] = index; + (*_node_data)[index].pot = pot; + int blossom = + _blossom_set->insert(n, std::numeric_limits::max()); + + (*_blossom_data)[blossom].status = MATCHED; + (*_blossom_data)[blossom].pred = INVALID; + (*_blossom_data)[blossom].next = _fractional->matching(n); + if (_fractional->matching(n) == INVALID) { + (*_blossom_data)[blossom].base = n; + } + (*_blossom_data)[blossom].pot = 0; + (*_blossom_data)[blossom].offset = 0; + ++index; + } + + typename Graph::template NodeMap processed(_graph, false); + for (NodeIt n(_graph); n != INVALID; ++n) { + if (processed[n]) continue; + processed[n] = true; + if (_fractional->matching(n) == INVALID) continue; + int num = 1; + Node v = _graph.target(_fractional->matching(n)); + while (n != v) { + processed[v] = true; + v = _graph.target(_fractional->matching(v)); + ++num; + } + + if (num % 2 == 1) { + std::vector subblossoms(num); + + subblossoms[--num] = _blossom_set->find(n); + _delta1->push(n, _fractional->nodeValue(n)); + v = _graph.target(_fractional->matching(n)); + while (n != v) { + subblossoms[--num] = _blossom_set->find(v); + _delta1->push(v, _fractional->nodeValue(v)); + v = _graph.target(_fractional->matching(v)); + } + + int surface = + _blossom_set->join(subblossoms.begin(), subblossoms.end()); + (*_blossom_data)[surface].status = EVEN; + (*_blossom_data)[surface].pred = INVALID; + (*_blossom_data)[surface].next = INVALID; + (*_blossom_data)[surface].pot = 0; + (*_blossom_data)[surface].offset = 0; + + _tree_set->insert(surface); + ++_unmatched; + } + } + + for (EdgeIt e(_graph); e != INVALID; ++e) { + int si = (*_node_index)[_graph.u(e)]; + int sb = _blossom_set->find(_graph.u(e)); + int ti = (*_node_index)[_graph.v(e)]; + int tb = _blossom_set->find(_graph.v(e)); + if ((*_blossom_data)[sb].status == EVEN && + (*_blossom_data)[tb].status == EVEN && sb != tb) { + _delta3->push(e, ((*_node_data)[si].pot + (*_node_data)[ti].pot - + dualScale * _weight[e]) / 2); + } + } + + for (NodeIt n(_graph); n != INVALID; ++n) { + int nb = _blossom_set->find(n); + if ((*_blossom_data)[nb].status != MATCHED) continue; + int ni = (*_node_index)[n]; + + for (OutArcIt e(_graph, n); e != INVALID; ++e) { + Node v = _graph.target(e); + int vb = _blossom_set->find(v); + int vi = (*_node_index)[v]; + + Value rw = (*_node_data)[ni].pot + (*_node_data)[vi].pot - + dualScale * _weight[e]; + + if ((*_blossom_data)[vb].status == EVEN) { + + int vt = _tree_set->find(vb); + + typename std::map::iterator it = + (*_node_data)[ni].heap_index.find(vt); + + if (it != (*_node_data)[ni].heap_index.end()) { + if ((*_node_data)[ni].heap[it->second] > rw) { + (*_node_data)[ni].heap.replace(it->second, e); + (*_node_data)[ni].heap.decrease(e, rw); + it->second = e; + } + } else { + (*_node_data)[ni].heap.push(e, rw); + (*_node_data)[ni].heap_index.insert(std::make_pair(vt, e)); + } + } + } + + if (!(*_node_data)[ni].heap.empty()) { + _blossom_set->decrease(n, (*_node_data)[ni].heap.prio()); + _delta2->push(nb, _blossom_set->classPrio(nb)); + } + } + } + /// \brief Start the algorithm /// /// This function starts the algorithm. /// - /// \pre \ref init() must be called before using this function. + /// \pre \ref init() or \ref fractionalInit() must be called + /// before using this function. void start() { enum OpType { D1, D2, D3, D4 }; - int unmatched = _node_num; - while (unmatched > 0) { + while (_unmatched > 0) { Value d1 = !_delta1->empty() ? _delta1->prio() : std::numeric_limits::max(); @@ -1659,7 +1809,7 @@ { Node n = _delta1->top(); unmatchNode(n); - --unmatched; + --_unmatched; } break; case D2: @@ -1669,7 +1819,7 @@ Arc a = (*_node_data)[(*_node_index)[n]].heap.top(); if ((*_blossom_data)[blossom].next == INVALID) { augmentOnArc(a); - --unmatched; + --_unmatched; } else { extendOnArc(a); } @@ -1692,7 +1842,7 @@ shrinkOnEdge(e, left_tree); } else { augmentOnEdge(e); - unmatched -= 2; + _unmatched -= 2; } } } break; @@ -1710,11 +1860,11 @@ /// /// \note mwm.run() is just a shortcut of the following code. /// \code - /// mwm.init(); + /// mwm.fractionalInit(); /// mwm.start(); /// \endcode void run() { - init(); + fractionalInit(); start(); } @@ -2074,6 +2224,11 @@ BinHeap *_delta4; Value _delta_sum; + int _unmatched; + + typedef MaxWeightedPerfectFractionalMatching + FractionalMatching; + FractionalMatching *_fractional; void createStructures() { _node_num = countNodes(_graph); @@ -2789,10 +2944,16 @@ _delta3_index(0), _delta3(0), _delta4_index(0), _delta4(0), - _delta_sum() {} + _delta_sum(), _unmatched(0), + + _fractional(0) + {} ~MaxWeightedPerfectMatching() { destroyStructures(); + if (_fractional) { + delete _fractional; + } } /// \name Execution Control @@ -2818,6 +2979,8 @@ (*_delta4_index)[i] = _delta4->PRE_HEAP; } + _unmatched = _node_num; + int index = 0; for (NodeIt n(_graph); n != INVALID; ++n) { Value max = - std::numeric_limits::max(); @@ -2851,18 +3014,152 @@ } } + /// \brief Initialize the algorithm with fractional matching + /// + /// This function initializes the algorithm with a fractional + /// matching. This initialization is also called jumpstart heuristic. + void fractionalInit() { + createStructures(); + + if (_fractional == 0) { + _fractional = new FractionalMatching(_graph, _weight, false); + } + if (!_fractional->run()) { + _unmatched = -1; + return; + } + + for (ArcIt e(_graph); e != INVALID; ++e) { + (*_node_heap_index)[e] = BinHeap::PRE_HEAP; + } + for (EdgeIt e(_graph); e != INVALID; ++e) { + (*_delta3_index)[e] = _delta3->PRE_HEAP; + } + for (int i = 0; i < _blossom_num; ++i) { + (*_delta2_index)[i] = _delta2->PRE_HEAP; + (*_delta4_index)[i] = _delta4->PRE_HEAP; + } + + _unmatched = 0; + + int index = 0; + for (NodeIt n(_graph); n != INVALID; ++n) { + Value pot = _fractional->nodeValue(n); + (*_node_index)[n] = index; + (*_node_data)[index].pot = pot; + int blossom = + _blossom_set->insert(n, std::numeric_limits::max()); + + (*_blossom_data)[blossom].status = MATCHED; + (*_blossom_data)[blossom].pred = INVALID; + (*_blossom_data)[blossom].next = _fractional->matching(n); + (*_blossom_data)[blossom].pot = 0; + (*_blossom_data)[blossom].offset = 0; + ++index; + } + + typename Graph::template NodeMap processed(_graph, false); + for (NodeIt n(_graph); n != INVALID; ++n) { + if (processed[n]) continue; + processed[n] = true; + if (_fractional->matching(n) == INVALID) continue; + int num = 1; + Node v = _graph.target(_fractional->matching(n)); + while (n != v) { + processed[v] = true; + v = _graph.target(_fractional->matching(v)); + ++num; + } + + if (num % 2 == 1) { + std::vector subblossoms(num); + + subblossoms[--num] = _blossom_set->find(n); + v = _graph.target(_fractional->matching(n)); + while (n != v) { + subblossoms[--num] = _blossom_set->find(v); + v = _graph.target(_fractional->matching(v)); + } + + int surface = + _blossom_set->join(subblossoms.begin(), subblossoms.end()); + (*_blossom_data)[surface].status = EVEN; + (*_blossom_data)[surface].pred = INVALID; + (*_blossom_data)[surface].next = INVALID; + (*_blossom_data)[surface].pot = 0; + (*_blossom_data)[surface].offset = 0; + + _tree_set->insert(surface); + ++_unmatched; + } + } + + for (EdgeIt e(_graph); e != INVALID; ++e) { + int si = (*_node_index)[_graph.u(e)]; + int sb = _blossom_set->find(_graph.u(e)); + int ti = (*_node_index)[_graph.v(e)]; + int tb = _blossom_set->find(_graph.v(e)); + if ((*_blossom_data)[sb].status == EVEN && + (*_blossom_data)[tb].status == EVEN && sb != tb) { + _delta3->push(e, ((*_node_data)[si].pot + (*_node_data)[ti].pot - + dualScale * _weight[e]) / 2); + } + } + + for (NodeIt n(_graph); n != INVALID; ++n) { + int nb = _blossom_set->find(n); + if ((*_blossom_data)[nb].status != MATCHED) continue; + int ni = (*_node_index)[n]; + + for (OutArcIt e(_graph, n); e != INVALID; ++e) { + Node v = _graph.target(e); + int vb = _blossom_set->find(v); + int vi = (*_node_index)[v]; + + Value rw = (*_node_data)[ni].pot + (*_node_data)[vi].pot - + dualScale * _weight[e]; + + if ((*_blossom_data)[vb].status == EVEN) { + + int vt = _tree_set->find(vb); + + typename std::map::iterator it = + (*_node_data)[ni].heap_index.find(vt); + + if (it != (*_node_data)[ni].heap_index.end()) { + if ((*_node_data)[ni].heap[it->second] > rw) { + (*_node_data)[ni].heap.replace(it->second, e); + (*_node_data)[ni].heap.decrease(e, rw); + it->second = e; + } + } else { + (*_node_data)[ni].heap.push(e, rw); + (*_node_data)[ni].heap_index.insert(std::make_pair(vt, e)); + } + } + } + + if (!(*_node_data)[ni].heap.empty()) { + _blossom_set->decrease(n, (*_node_data)[ni].heap.prio()); + _delta2->push(nb, _blossom_set->classPrio(nb)); + } + } + } + /// \brief Start the algorithm /// /// This function starts the algorithm. /// - /// \pre \ref init() must be called before using this function. + /// \pre \ref init() or \ref fractionalInit() must be called before + /// using this function. bool start() { enum OpType { D2, D3, D4 }; - int unmatched = _node_num; - while (unmatched > 0) { + if (_unmatched == -1) return false; + + while (_unmatched > 0) { Value d2 = !_delta2->empty() ? _delta2->prio() : std::numeric_limits::max(); @@ -2906,7 +3203,7 @@ shrinkOnEdge(e, left_tree); } else { augmentOnEdge(e); - unmatched -= 2; + _unmatched -= 2; } } } break; @@ -2925,11 +3222,11 @@ /// /// \note mwpm.run() is just a shortcut of the following code. /// \code - /// mwpm.init(); + /// mwpm.fractionalInit(); /// mwpm.start(); /// \endcode bool run() { - init(); + fractionalInit(); return start(); } diff -r 636dadefe1e6 -r 61120524af27 test/matching_test.cc --- a/test/matching_test.cc Fri Sep 25 21:51:36 2009 +0200 +++ b/test/matching_test.cc Sat Sep 26 10:17:31 2009 +0200 @@ -401,22 +401,46 @@ graphReader(graph, lgfs). edgeMap("weight", weight).run(); - MaxMatching mm(graph); - mm.run(); - checkMatching(graph, mm); + bool perfect; + { + MaxMatching mm(graph); + mm.run(); + checkMatching(graph, mm); + perfect = 2 * mm.matchingSize() == countNodes(graph); + } - MaxWeightedMatching mwm(graph, weight); - mwm.run(); - checkWeightedMatching(graph, weight, mwm); + { + MaxWeightedMatching mwm(graph, weight); + mwm.run(); + checkWeightedMatching(graph, weight, mwm); + } - MaxWeightedPerfectMatching mwpm(graph, weight); - bool perfect = mwpm.run(); + { + MaxWeightedMatching mwm(graph, weight); + mwm.init(); + mwm.start(); + checkWeightedMatching(graph, weight, mwm); + } - check(perfect == (mm.matchingSize() * 2 == countNodes(graph)), - "Perfect matching found"); + { + MaxWeightedPerfectMatching mwpm(graph, weight); + bool result = mwpm.run(); + + check(result == perfect, "Perfect matching found"); + if (perfect) { + checkWeightedPerfectMatching(graph, weight, mwpm); + } + } - if (perfect) { - checkWeightedPerfectMatching(graph, weight, mwpm); + { + MaxWeightedPerfectMatching mwpm(graph, weight); + mwpm.init(); + bool result = mwpm.start(); + + check(result == perfect, "Perfect matching found"); + if (perfect) { + checkWeightedPerfectMatching(graph, weight, mwpm); + } } }