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| 1 | +package org.psjava.algo.graph.matching; |
| 2 | + |
| 3 | +import org.psjava.algo.graph.bfs.BFS; |
| 4 | +import org.psjava.algo.graph.bfs.BFSStopper; |
| 5 | +import org.psjava.algo.graph.bfs.BFSVisitor; |
| 6 | +import org.psjava.algo.graph.dfs.DFSVisitorBase; |
| 7 | +import org.psjava.algo.graph.dfs.MultiSourceDFS; |
| 8 | +import org.psjava.ds.Collection; |
| 9 | +import org.psjava.ds.array.DynamicArray; |
| 10 | +import org.psjava.ds.array.FirstInArray; |
| 11 | +import org.psjava.ds.array.LastInArray; |
| 12 | +import org.psjava.ds.graph.AdjacencyList; |
| 13 | +import org.psjava.ds.graph.AdjacencyListFromGraph; |
| 14 | +import org.psjava.ds.graph.BipartiteGraph; |
| 15 | +import org.psjava.ds.graph.BipartiteGraphEdge; |
| 16 | +import org.psjava.ds.graph.DirectedEdge; |
| 17 | +import org.psjava.ds.graph.EdgeFilteredSubAdjacencyList; |
| 18 | +import org.psjava.ds.graph.MutableGraph; |
| 19 | +import org.psjava.ds.map.MutableMap; |
| 20 | +import org.psjava.goods.GoodMutableMapFactory; |
| 21 | +import org.psjava.util.DataFilter; |
| 22 | +import org.psjava.util.FilteredIterable; |
| 23 | +import org.psjava.util.ZeroTo; |
| 24 | + |
| 25 | +/** |
| 26 | + * Implementation of Hopcroft–Karp algorithm |
| 27 | + * |
| 28 | + * http://en.wikipedia.org/wiki/Hopcroft%E2%80%93Karp_algorithm |
| 29 | + * |
| 30 | + * O(V*root(E)) |
| 31 | + */ |
| 32 | + |
| 33 | +public class HopcroftKarpAlgorithm implements MaximumBipartiteMatching { |
| 34 | + |
| 35 | + private enum Side { |
| 36 | + LEFT, RIGHT |
| 37 | + } |
| 38 | + |
| 39 | + private static class Vertex<V> { |
| 40 | + V original; |
| 41 | + Side side; |
| 42 | + boolean free = true; |
| 43 | + |
| 44 | + Vertex(V original, Side side) { |
| 45 | + this.original = original; |
| 46 | + this.side = side; |
| 47 | + } |
| 48 | + } |
| 49 | + |
| 50 | + private static class EdgeStatus { |
| 51 | + boolean inMatch = false; |
| 52 | + Object bfsMark = null; |
| 53 | + } |
| 54 | + |
| 55 | + private static class Edge<V> implements DirectedEdge<Vertex<V>> { |
| 56 | + final Vertex<V> from, to; |
| 57 | + final EdgeStatus status; |
| 58 | + |
| 59 | + Edge(Vertex<V> from, Vertex<V> to, EdgeStatus status) { |
| 60 | + this.from = from; |
| 61 | + this.to = to; |
| 62 | + this.status = status; |
| 63 | + } |
| 64 | + |
| 65 | + @Override |
| 66 | + public Vertex<V> from() { |
| 67 | + return from; |
| 68 | + } |
| 69 | + |
| 70 | + @Override |
| 71 | + public Vertex<V> to() { |
| 72 | + return to; |
| 73 | + } |
| 74 | + |
| 75 | + } |
| 76 | + |
| 77 | + @Override |
| 78 | + public <V> MaximumBipartiteMatchingResult<V> calc(BipartiteGraph<V> bg) { |
| 79 | + AdjacencyList<Vertex<V>, Edge<V>> adj = wrapAsGraph(bg); |
| 80 | + while (true) { |
| 81 | + Object bfsMark = new Object(); |
| 82 | + Collection<Vertex<V>> bfsFinishes = bfs(adj, bfsMark); |
| 83 | + if (bfsFinishes.isEmpty()) |
| 84 | + break; |
| 85 | + dfs(adj, bfsFinishes, bfsMark); |
| 86 | + } |
| 87 | + return createResult(adj); |
| 88 | + } |
| 89 | + |
| 90 | + private <V> AdjacencyList<Vertex<V>, Edge<V>> wrapAsGraph(BipartiteGraph<V> bg) { |
| 91 | + MutableMap<V, Vertex<V>> vertex = GoodMutableMapFactory.getInstance().create(); |
| 92 | + for (V v : bg.getLeftVertices()) |
| 93 | + vertex.put(v, new Vertex<V>(v, Side.LEFT)); |
| 94 | + for (V v : bg.getRightVertices()) |
| 95 | + vertex.put(v, new Vertex<V>(v, Side.RIGHT)); |
| 96 | + MutableGraph<Vertex<V>, Edge<V>> graph = MutableGraph.create(); |
| 97 | + for (Vertex<V> v : vertex.values()) |
| 98 | + graph.insertVertex(v); |
| 99 | + for (BipartiteGraphEdge<V> e : bg.getEdges()) { |
| 100 | + EdgeStatus status = new EdgeStatus(); |
| 101 | + graph.addEdge(new Edge<V>(vertex.get(e.left()), vertex.get(e.right()), status)); |
| 102 | + graph.addEdge(new Edge<V>(vertex.get(e.right()), vertex.get(e.left()), status)); |
| 103 | + } |
| 104 | + return AdjacencyListFromGraph.create(graph); |
| 105 | + } |
| 106 | + |
| 107 | + private <V> Collection<Vertex<V>> bfs(final AdjacencyList<Vertex<V>, Edge<V>> adj, final Object mark) { |
| 108 | + final DynamicArray<Vertex<V>> finishes = DynamicArray.create(); |
| 109 | + |
| 110 | + BFS.traverse(EdgeFilteredSubAdjacencyList.wrap(adj, new DataFilter<Edge<V>>() { |
| 111 | + @Override |
| 112 | + public boolean isAccepted(Edge<V> edge) { |
| 113 | + // to alternate matched and non-matched edges. |
| 114 | + if (edge.from.side == Side.LEFT) |
| 115 | + return !edge.status.inMatch; |
| 116 | + else |
| 117 | + return edge.status.inMatch; |
| 118 | + } |
| 119 | + }), FilteredIterable.create(adj.getVertices(), new DataFilter<Vertex<V>>() { |
| 120 | + @Override |
| 121 | + public boolean isAccepted(Vertex<V> v) { |
| 122 | + return (v.side == Side.LEFT) && v.free; |
| 123 | + } |
| 124 | + }), new BFSVisitor<Vertex<V>, Edge<V>>() { |
| 125 | + int finishDepth = -1; |
| 126 | + |
| 127 | + @Override |
| 128 | + public void onDiscover(Vertex<V> vertex, int depth, BFSStopper stopper) { |
| 129 | + if (finishDepth == -1 || depth <= finishDepth) { |
| 130 | + if (vertex.side == Side.RIGHT && vertex.free) { |
| 131 | + finishDepth = depth; |
| 132 | + finishes.addToLast(vertex); |
| 133 | + } |
| 134 | + } else { |
| 135 | + stopper.stop(); |
| 136 | + } |
| 137 | + } |
| 138 | + |
| 139 | + @Override |
| 140 | + public void onWalk(Edge<V> e) { |
| 141 | + e.status.bfsMark = mark; |
| 142 | + } |
| 143 | + |
| 144 | + }); |
| 145 | + return finishes; |
| 146 | + } |
| 147 | + |
| 148 | + private <V> void dfs(final AdjacencyList<Vertex<V>, Edge<V>> adj, final Collection<Vertex<V>> bfsFinishes, final Object bfsMark) { |
| 149 | + MultiSourceDFS.traverse(EdgeFilteredSubAdjacencyList.wrap(adj, new DataFilter<Edge<V>>() { |
| 150 | + @Override |
| 151 | + public boolean isAccepted(Edge<V> edge) { |
| 152 | + return edge.status.bfsMark == bfsMark; // uses only edges discovered in bfs step. |
| 153 | + } |
| 154 | + }), bfsFinishes, new DFSVisitorBase<Vertex<V>, Edge<V>>() { |
| 155 | + DynamicArray<Edge<V>> path = DynamicArray.create(); |
| 156 | + |
| 157 | + @Override |
| 158 | + public void onWalkDown(Edge<V> edge) { |
| 159 | + path.addToLast(edge); |
| 160 | + } |
| 161 | + |
| 162 | + @Override |
| 163 | + public void onWalkUp(Edge<V> downedEdge) { |
| 164 | + path.removeLast(); |
| 165 | + } |
| 166 | + |
| 167 | + @Override |
| 168 | + public void onDiscovered(Vertex<V> v, int depth) { |
| 169 | + if (wasBfsStart(v)) { |
| 170 | + for (int index : ZeroTo.get(path.size())) |
| 171 | + path.get(index).status.inMatch = (index % 2 == 0); |
| 172 | + FirstInArray.getFirst(path).from.free = false; |
| 173 | + LastInArray.getLast(path).to.free = false; |
| 174 | + } |
| 175 | + } |
| 176 | + |
| 177 | + private boolean wasBfsStart(Vertex<V> v) { |
| 178 | + return v.side == Side.LEFT && v.free; |
| 179 | + } |
| 180 | + |
| 181 | + }); |
| 182 | + } |
| 183 | + |
| 184 | + private <V> MaximumBipartiteMatchingResult<V> createResult(AdjacencyList<Vertex<V>, Edge<V>> adj) { |
| 185 | + final MutableMap<V, V> match = GoodMutableMapFactory.getInstance().create(); |
| 186 | + for (Vertex<V> v : adj.getVertices()) |
| 187 | + for (Edge<V> e : adj.getEdges(v)) |
| 188 | + if (e.status.inMatch) |
| 189 | + match.put(e.from().original, e.to().original); |
| 190 | + |
| 191 | + return new MaximumBipartiteMatchingResult<V>() { |
| 192 | + public V getMatchedVertex(V v) { |
| 193 | + return match.get(v); |
| 194 | + } |
| 195 | + |
| 196 | + public int getMaxMatchCount() { |
| 197 | + return match.size() / 2; |
| 198 | + } |
| 199 | + |
| 200 | + public boolean hasMatch(V v) { |
| 201 | + return match.containsKey(v); |
| 202 | + } |
| 203 | + }; |
| 204 | + } |
| 205 | +} |
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