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113 lines
2.8 KiB
JavaScript
113 lines
2.8 KiB
JavaScript
/**
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* @fileOverview 最大生成森林
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* @author huangtonger@aliyun.com
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*/
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const G6 = require('@antv/g6');
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const { Util } = G6;
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const maxSpanningTree = require('./maxSpanningTree');
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function maxSpanningForest(nodes, edges) {
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const connectedSubsets = [];
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const forest = {
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nodes: [],
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edges: [],
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maxRankNode: null
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};
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const nodeMap = {};
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let maxRank = -Infinity;
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Util.each(nodes, node => {
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node.links = [];
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node.edges = [];
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nodeMap[node.id] = node;
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if (Util.isNil(node.weight)) {
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node.weight = 1;
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}
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if (Util.isNil(node.rank)) {
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if (node.weight) {
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node.rank = node.weight;
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} else {
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node.rank = 1;
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}
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}
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});
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Util.each(edges, (edge, i) => {
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const source = nodeMap[edge.source];
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const target = nodeMap[edge.target];
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source.links.push(nodes.indexOf(target));
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target.links.push(nodes.indexOf(source));
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source.edges.push(i);
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target.edges.push(i);
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if (Util.isNil(edge.weight)) {
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edge.weight = 1;
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}
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});
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Util.each(nodes, (node, i) => {
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if (!node.visited) {
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connectedSubsets.push(getConnectedSubset(i, nodes, edges));
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}
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});
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Util.each(nodes, node => {
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delete node.links;
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delete node.edges;
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delete node.visited;
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});
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Util.each(connectedSubsets, connectedSubset => {
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const tree = maxSpanningTree(connectedSubset);
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const root = connectedSubset.root;
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forest.nodes = forest.nodes.concat(tree.nodes);
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forest.edges = forest.edges.concat(tree.edges);
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if (root.rank > maxRank) {
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maxRank = root.rank;
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forest.maxRankNode = root;
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}
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});
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return forest;
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}
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// 获取连通子集
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function getConnectedSubset(start, nodes, edges) {
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const connectedSubset = {
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nodes: [],
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edges: [],
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root: null
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};
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const edgeMap = {};
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const subEdges = [];
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let maxRank = -Infinity;
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dfs(start, nodes, index => {
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const node = nodes[index];
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if (node.rank > maxRank) {
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maxRank = node.rank;
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connectedSubset.root = node;
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}
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connectedSubset.nodes.push(node);
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connectedSubset.edges = connectedSubset.edges.concat(node.edges);
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});
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// 边索引去重
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Util.each(connectedSubset.edges, edgeIndex => {
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if (!edgeMap[edgeIndex]) {
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subEdges.push(edges[edgeIndex]);
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edgeMap[edgeIndex] = true;
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}
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});
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connectedSubset.edges = subEdges;
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return connectedSubset;
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}
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// 深度优先遍历算法
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function dfs(start, nodes, callback) {
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const listToExplore = [ start ];
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nodes[ start ].visited = true;
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callback(start);
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while (listToExplore.length > 0) {
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const nodeIndex = listToExplore.pop();
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nodes[ nodeIndex ].links.forEach(function(childIndex) {
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if (!nodes[ childIndex ].visited) {
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nodes[ childIndex ].visited = true;
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callback(childIndex);
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listToExplore.push(childIndex);
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}
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});
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}
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}
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module.exports = maxSpanningForest;
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