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248 lines
8.6 KiB
Markdown
248 lines
8.6 KiB
Markdown
---
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title: 使用图布局 Layout
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order: 3
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---
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当数据中没有节点位置信息,或者数据中的位置信息不满足需求时,需要借助一些布局算法对图进行布局。G6 提供了 9 种一般图的布局和 4 种树图的布局。在 v4 中,它们需要分别使用的图结构数据和树图结构数据中。v5 将树图和图进行了融合,现在不论是树图还是图,都可以使用如下布局算法:
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<br />**一般图:**
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- Random Layout:随机布局;
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- **Force Layout:经典力导向布局:**
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> 力导向布局:一个布局网络中,粒子与粒子之间具有引力和斥力,从初始的随机无序的布局不断演变,逐渐趋于平衡稳定的布局方式称之为力导向布局。适用于描述事物间关系,比如人物关系、计算机网络关系等。
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- Circular Layout:环形布局;
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- Radial Layout:辐射状布局;
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- MDS Layout:高维数据降维算法布局;
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- Fruchterman Layout:Fruchterman 布局,一种力导布局;
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- Dagre Layout:层次布局;
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- Concentric Layout:同心圆布局,将重要(默认以度数为度量)的节点放置在布局中心;
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- Grid Layout:格子布局,将节点有序(默认是数据顺序)排列在格子上。
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**树图布局:**
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- Dendrogram Layout:树状布局(叶子节点布局对齐到同一层);
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- CompactBox Layout:紧凑树布局;
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- Mindmap Layout:脑图布局;
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- Indented Layout:缩进布局。
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各种布局方法的具体介绍及其配置参见 [Layout API](https://g6-next.antv.antgroup.com/apis/interfaces/layout/force-layout-options)。本教程中,我们使用的是力导向布局 (Force Layout)。
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<img src='https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*lJdeTI0qQa8AAAAAAAAAAAAADmJ7AQ/original' width=550 alt='img' />
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## 默认布局
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当实例化图时没有配置布局时:
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- 若数据中节点有位置信息(`x` 和 `y`),则按照数据的位置信息进行绘制;
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- 若数据中节点没有位置信息,则默认使用 Grid Layout 进行布局。
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## 配置布局
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G6 使用布局的方式非常简单,在图实例化的时候,加上 layout 配置即可。下面代码在实例化图时设置了布局方法为 `type: 'force'`,即力导向图布局。同时开启了 `animated: true` 使得在力计算过程中实时渲染图,让用户可以观察到图上节点力相互作用产生的动画效果。并设置了参数 `preventOverlap: true` ,表示希望节点不重叠。力导向布局的更多配置项参见:[Layout API](https://g6-next.antv.antgroup.com/apis/interfaces/layout/force-layout-options)。
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```javascript
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const graph = new Graph({
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// ... // 其他配置项
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// Object,可选,布局的方法及其配置项,默认为 grid 布局。
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layout: {
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type: 'force', // 指定为力导向布局
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preventOverlap: true, // 防止节点重叠
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linkDistance: 50, // 边的理想长度
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// nodeSize: 30 // 节点大小,用于算法中防止节点重叠时的碰撞检测。默认将使用数据中的节点大小。
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},
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});
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```
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结果如下:
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<img src='https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*lJdeTI0qQa8AAAAAAAAAAAAADmJ7AQ/original' width=350 alt='img' />
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> 不同布局之间、相同布局不同参数允许动态切换和过渡,具体参见:[布局切换](https://g6-next.antv.antgroup.com/examples/net/layoutMechanism/#layoutTranslate)。
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提示:若图配置中有 data,则在实例化图后进行布局计算。若使用 `graph.read(data)` API 进行数据读取,则将在调用时执行计算。
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## 完整代码
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至此,完整代码如下:
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```html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8" />
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<title>Tutorial Demo</title>
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</head>
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<body>
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<div id="container"></div>
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<script src="https://gw.alipayobjects.com/os/lib/antv/g6/5.0.0-beta.7/dist/g6.min.js"></script>
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<script>
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const { Graph: GraphBase, extend, Extensions } = G6;
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// 自定义数据处理器 - 度数计算
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const degreeCalculator = (data, options, userGraphCore) => {
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const { edges, nodes } = data;
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const degreeMap = new Map();
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edges.forEach(({ source, target }) => {
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degreeMap.set(source, (degreeMap.get(source) || 0) + 1);
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degreeMap.set(target, (degreeMap.get(target) || 0) + 1);
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});
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nodes.forEach((node) => {
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node.data.degree = degreeMap.get(node.id) || 0;
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});
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return data;
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};
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// 自定义数据处理器 - 节点聚类
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const clusteringNodes = (data, options = {}, userGraphCore) => {
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if (!Algorithm?.labelPropagation) return;
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const clusteredData = Algorithm.louvain(data, false);
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const clusterMap = new Map();
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clusteredData.clusters.forEach((cluster, i) => {
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cluster.nodes.forEach((node) => {
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clusterMap.set(node.id, `c${i}`);
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});
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});
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data.nodes.forEach((node) => {
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node.data.cluster = clusterMap.get(node.id);
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});
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return data;
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};
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const Graph = extend(BaseGraph, {
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transforms: {
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'degree-calculator': degreeCalculator,
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'node-clustering': clusteringNodes,
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},
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nodes: {
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'triangle-node': Extensions.TriangleNode,
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},
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});
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const graph = new Graph({
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container: 'container',
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width: 1000,
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height: 1000,
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transforms: [
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'transform-v4-data',
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'degree-calculator',
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'node-clustering',
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{
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type: 'map-node-size',
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field: 'degree',
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range: [16, 60],
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},
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],
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layout: {
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type: 'force',
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animated: true,
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linkDistance: 50,
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},
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theme: {
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type: 'spec',
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base: 'light',
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specification: {
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node: {
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dataTypeField: 'cluster',
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},
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},
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},
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node: (model) => {
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const { id, data } = model;
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let type = 'circle-node';
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if (data.degree === 2) type = 'rect-node';
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else if (data.degree === 1) type = 'triangle-node';
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const badgeShapes = {
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fontSize: 12,
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lod: 0,
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};
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if (data.degree > 10) {
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badgeShapes[0] = {
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color: '#F86254',
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text: 'Important',
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position: 'rightTop',
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};
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}
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if (data.degree > 5) {
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badgeShapes[1] = {
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text: 'A',
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textAlign: 'center',
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color: '#EDB74B',
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position: 'right',
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};
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}
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return {
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id,
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data: {
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...data,
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type,
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labelShape: {
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position: 'bottom',
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text: id,
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},
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labelBackgroundShape: {},
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iconShape:
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data.degree <= 2
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? undefined
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: {
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img: 'https://gw.alipayobjects.com/zos/basement_prod/012bcf4f-423b-4922-8c24-32a89f8c41ce.svg',
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fill: '#fff',
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lod: 0,
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fontSize: data.keyShape.r - 4,
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},
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badgeShapes,
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animates: {
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update: [
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{
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fields: ['opacity'],
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shapeId: 'haloShape',
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states: ['selected', 'active'],
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},
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{
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fields: ['lineWidth'],
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shapeId: 'keyShape',
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states: ['selected', 'active'],
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},
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],
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},
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},
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};
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},
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edge: {
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animates: {
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update: [
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{
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fields: ['opacity'],
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shapeId: 'haloShape',
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states: ['selected', 'active'],
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},
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{
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fields: ['lineWidth'],
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shapeId: 'keyShape',
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states: ['selected', 'active'],
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},
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],
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},
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},
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});
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const main = async () => {
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const response = await fetch(
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'https://raw.githubusercontent.com/antvis/G6/v5/packages/g6/tests/datasets/force-data.json',
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);
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const remoteData = await response.json();
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graph.read(remoteData);
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};
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main();
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</script>
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</body>
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</html>
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```
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**⚠️ 注意:** <br /> 若需更换数据,请替换 `'https://raw.githubusercontent.com/antvis/G6/v5/packages/g6/tests/datasets/force-data.json'` 为新的数据文件地址。
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