动态渲染拓扑图方案探究
前言
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拓扑图是数据可视化领域一种比较常见的展示类型，目前业界常见的可视化展现的方案有ECharts、HighCharts、D3、AntV等。当前的项目使用的是基于ECharts的静态关系图渲染，为了后续可能扩展成动态的拓扑图渲染，本文探索了ECharts的原理以及G6的原理，也算是对自研一个可视化库的基本实现方法做了一个梳理。
方案选择
- ECharts
- 关系图
- AntV
- G6
- Graphin
- G6
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整个ECharts核心对外输出是一个大的ECharts类，所有的类型都是基于其进行new出来的实例，而其核心是基于对ZRender这样一个Canvas的封装
ECharts
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class ECharts extends Eventful {
// 公共属性
group: string;
// 私有属性
private _zr: zrender.ZRenderType;
private _dom: HTMLElement;
private _model: GlobalModel;
private _throttledZrFlush: zrender.ZRenderType extends {flush: infer R} ? R : never;
private _theme: ThemeOption;
private _locale: LocaleOption;
private _chartsViews: ChartView[] = [];
private _chartsMap: {[viewId: string]: ChartView} = {};
private _componentsViews: ComponentView[] = [];
private _componentsMap: {[viewId: string]: ComponentView} = {};
private _coordSysMgr: CoordinateSystemManager;
private _api: ExtensionAPI;
private _scheduler: Scheduler;
private _messageCenter: MessageCenter;
private _pendingActions: Payload[] = [];
private _disposed: boolean;
private _loadingFX: LoadingEffect;
private _labelManager: LabelManager;
private [OPTION_UPDATED_KEY]: boolean | {silent: boolean};
private [IN_MAIN_PROCESS_KEY]: boolean;
private [CONNECT_STATUS_KEY]: ConnectStatus;
private [STATUS_NEEDS_UPDATE_KEY]: boolean;
// 保护属性
protected _$eventProcessor: never;
constructor(
dom: HTMLElement,
theme?: string | ThemeOption,
opts?: {
locale?: string | LocaleOption,
renderer?: RendererType,
devicePixelRatio?: number,
useDirtyRect?: boolean,
width?: number,
height?: number
}
) {
super(new ECEventProcessor());
opts = opts || {};
if (typeof theme === 'string') {
theme = themeStorage[theme] as object;
}this._dom = dom;
let defaultRenderer = 'canvas';
const zr = this._zr = zrender.init(dom, {
renderer: opts.renderer || defaultRenderer,
devicePixelRatio: opts.devicePixelRatio,
width: opts.width,
height: opts.height,
useDirtyRect: opts.useDirtyRect == null ? defaultUseDirtyRect : opts.useDirtyRect
});
this._locale = createLocaleObject(opts.locale || SYSTEM_LANG);
this._coordSysMgr = new CoordinateSystemManager();
const api = this._api = createExtensionAPI(this);
this._scheduler = new Scheduler(this, api, dataProcessorFuncs, visualFuncs);
this._initEvents();
zr.animation.on('frame', this._onframe, this);
bindRenderedEvent(zr, this);
bindMouseEvent(zr, this);
}private _onframe(): void {}getDom(): HTMLElement {
return this._dom;
}getId(): string {
return this.id;
}getZr(): zrender.ZRenderType {
return this._zr;
}setOption(option: Opt, notMerge?: boolean | SetOptionOpts, lazyUpdate?: boolean): void {
if (lazyUpdate) {
this[OPTION_UPDATED_KEY] = {silent: silent};
this[IN_MAIN_PROCESS_KEY] = false;
this.getZr().wakeUp();
}
else {
prepare(this);
updateMethods.update.call(this);
this._zr.flush();
this[OPTION_UPDATED_KEY] = false;
this[IN_MAIN_PROCESS_KEY] = false;
flushPendingActions.call(this, silent);
triggerUpdatedEvent.call(this, silent);
}
}private getModel(): GlobalModel {
return this._model;
}getRenderedCanvas(opts?: {
backgroundColor?: ZRColor
pixelRatio?: number
}): HTMLCanvasElement {
if (!env.canvasSupported) {
return;
}
opts = zrUtil.extend({}, opts || {});
opts.pixelRatio = opts.pixelRatio || this.getDevicePixelRatio();
opts.backgroundColor = opts.backgroundColor
|| this._model.get('backgroundColor');
const zr = this._zr;
return (zr.painter as CanvasPainter).getRenderedCanvas(opts);
}private _initEvents(): void {
each(MOUSE_EVENT_NAMES, (eveName) => {
const handler = (e: ElementEvent) => {
const ecModel = this.getModel();
const el = e.target;
let params: ECEvent;
const isGlobalOut = eveName === 'globalout';
if (isGlobalOut) {
params = {} as ECEvent;
}
else {
el && findEventDispatcher(el, (parent) => {
const ecData = https://www.it610.com/article/getECData(parent);
if (ecData && ecData.dataIndex != null) {
const dataModel = ecData.dataModel || ecModel.getSeriesByIndex(ecData.seriesIndex);
params = (
dataModel && dataModel.getDataParams(ecData.dataIndex, ecData.dataType) || {}
) as ECEvent;
return true;
}
// If element has custom eventData of components
else if (ecData.eventData) {
params = zrUtil.extend({}, ecData.eventData) as ECEvent;
return true;
}
}, true);
}if (params) {
let componentType = params.componentType;
let componentIndex = params.componentIndex;
if (componentType ==='markLine'
|| componentType === 'markPoint'
|| componentType === 'markArea'
) {
componentType = 'series';
componentIndex = params.seriesIndex;
}
const model = componentType && componentIndex != null
&& ecModel.getComponent(componentType, componentIndex);
const view = model && this[
model.mainType === 'series' ? '_chartsMap' : '_componentsMap'
][model.__viewId];
params.event = e;
params.type = eveName;
(this._$eventProcessor as ECEventProcessor).eventInfo = {
targetEl: el,
packedEvent: params,
model: model,
view: view
};
this.trigger(eveName, params);
}
};
(handler as any).zrEventfulCallAtLast = true;
this._zr.on(eveName, handler, this);
});
each(eventActionMap, (actionType, eventType) => {
this._messageCenter.on(eventType, function (event) {
this.trigger(eventType, event);
}, this);
});
// Extra events
// TODO register?
each(
['selectchanged'],
(eventType) => {
this._messageCenter.on(eventType, function (event) {
this.trigger(eventType, event);
}, this);
}
);
handleLegacySelectEvents(this._messageCenter, this, this._api);
}dispatchAction(
payload: Payload,
opt?: boolean | {
silent?: boolean,
flush?: boolean | undefined
}
): void {
const silent = opt.silent;
doDispatchAction.call(this, payload, silent);
const flush = opt.flush;
if (flush) {
this._zr.flush();
}
else if (flush !== false && env.browser.weChat) {
this._throttledZrFlush();
}flushPendingActions.call(this, silent);
triggerUpdatedEvent.call(this, silent);
}
} ZRender
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ZRender是典型的MVC架构，其中M为Storage，主要对数据进行CRUD管理；V为Painter，对Canvas或SVG的生命周期及视图进行管理；C为Handler，负责事件的交互处理，实现dom事件的模拟封装
class ZRender {
// 公共属性
dom: HTMLElement
id: number
storage: Storage
painter: PainterBase
handler: Handler
animation: Animation
// 私有属性
private _sleepAfterStill = 10;
private _stillFrameAccum = 0;
private _needsRefresh = true
private _needsRefreshHover = true
private _darkMode = false;
private _backgroundColor: string | GradientObject | PatternObject;
constructor(id: number, dom: HTMLElement, opts?: ZRenderInitOpt) {
opts = opts || {};
/**
* @type {HTMLDomElement}
*/
this.dom = dom;
this.id = id;
const storage = new Storage();
let rendererType = opts.renderer || 'canvas';
// TODO WebGL
if (useVML) {
throw new Error('IE8 support has been dropped since 5.0');
}if (!painterCtors[rendererType]) {
// Use the first registered renderer.
rendererType = zrUtil.keys(painterCtors)[0];
}
if (!painterCtors[rendererType]) {
throw new Error(`Renderer '${rendererType}' is not imported. Please import it first.`);
}opts.useDirtyRect = opts.useDirtyRect == null
? false
: opts.useDirtyRect;
const painter = new painterCtors[rendererType](dom, storage, opts, id);
this.storage = storage;
this.painter = painter;
const handerProxy = (!env.node && !env.worker)
? new HandlerProxy(painter.getViewportRoot(), painter.root)
: null;
this.handler = new Handler(storage, painter, handerProxy, painter.root);
this.animation = new Animation({
stage: {
update: () => this._flush(true)
}
});
this.animation.start();
}/**
* 添加元素
*/
add(el: Element) {}/**
* 删除元素
*/
remove(el: Element) {}refresh() {
this._needsRefresh = true;
// Active the animation again.
this.animation.start();
}private _flush(fromInside?: boolean) {
let triggerRendered;
const start = new Date().getTime();
if (this._needsRefresh) {
triggerRendered = true;
this.refreshImmediately(fromInside);
}if (this._needsRefreshHover) {
triggerRendered = true;
this.refreshHoverImmediately();
}
const end = new Date().getTime();
if (triggerRendered) {
this._stillFrameAccum = 0;
this.trigger('rendered', {
elapsedTime: end - start
});
}
else if (this._sleepAfterStill > 0) {
this._stillFrameAccum++;
// Stop the animiation after still for 10 frames.
if (this._stillFrameAccum > this._sleepAfterStill) {
this.animation.stop();
}
}
}on(eventName: string, eventHandler: EventCallback | EventCallback, context?: Ctx): this {
this.handler.on(eventName, eventHandler, context);
return this;
}off(eventName?: string, eventHandler?: EventCallback | EventCallback) {
this.handler.off(eventName, eventHandler);
}trigger(eventName: string, event?: unknown) {
this.handler.trigger(eventName, event);
}clear() {}dispose() {}
} G6源码
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G6是AntV专门针对图开源的一个库，其底层通过对边和点的定义，以及对位置的确定，来进行图的绘制，其主要包括五大内容：1、图的元素：点、边、分组等；2、图的算法：DFS、BFS、图检测、最短路径、中心度等；3、图布局：force、circle、grid等；4、图渲染：Canvas及SVG等；5、图交互：框选、点选、拖拽等；而Graphin是基于G6的使用React封装的落地方案
G6
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和ECharts的核心思路是一致的，都是基于MVC的模型，但是G6针对图的特点对元素进行了细化，用御术的话说就是“G6是面粉，ECharts是面条”，果然同一个作者开发的思路都是极其的相似
export default abstract class AbstractGraph extends EventEmitter implements IAbstractGraph {
protected animating: boolean;
protected cfg: GraphOptions & { [key: string]: any };
protected undoStack: Stack;
protected redoStack: Stack;
public destroyed: boolean;
constructor(cfg: GraphOptions) {
super();
this.cfg = deepMix(this.getDefaultCfg(), cfg);
this.init();
this.animating = false;
this.destroyed = false;
if (this.cfg.enabledStack) {
this.undoStack = new Stack(this.cfg.maxStep);
this.redoStack = new Stack(this.cfg.maxStep);
}
}protected init() {
this.initCanvas();
const viewController = new ViewController(this);
const modeController = new ModeController(this);
const itemController = new ItemController(this);
const stateController = new StateController(this);
this.set({
viewController,
modeController,
itemController,
stateController,
});
this.initLayoutController();
this.initEventController();
this.initGroups();
this.initPlugins();
}protected abstract initLayoutController(): void;
protected abstract initEventController(): void;
protected abstract initCanvas(): void;
protected abstract initPlugins(): void;
protected initGroups(): void {
const canvas: ICanvas = this.get('canvas');
const el: HTMLElement = this.get('canvas').get('el');
const { id } = el;
const group: IGroup = canvas.addGroup({
id: `${id}-root`,
className: Global.rootContainerClassName,
});
if (this.get('groupByTypes')) {
const edgeGroup: IGroup = group.addGroup({
id: `${id}-edge`,
className: Global.edgeContainerClassName,
});
const nodeGroup: IGroup = group.addGroup({
id: `${id}-node`,
className: Global.nodeContainerClassName,
});
const comboGroup: IGroup = group.addGroup({
id: `${id}-combo`,
className: Global.comboContainerClassName,
});
// 用于存储自定义的群组
comboGroup.toBack();
this.set({ nodeGroup, edgeGroup, comboGroup });
}
const delegateGroup: IGroup = group.addGroup({
id: `${id}-delegate`,
className: Global.delegateContainerClassName,
});
this.set({ delegateGroup });
this.set('group', group);
}public node(nodeFn: (config: NodeConfig) => Partial): void {
if (typeof nodeFn === 'function') {
this.set('nodeMapper', nodeFn);
}
}public edge(edgeFn: (config: EdgeConfig) => Partial): void {
if (typeof edgeFn === 'function') {
this.set('edgeMapper', edgeFn);
}
}public combo(comboFn: (config: ComboConfig) => Partial): void {
if (typeof comboFn === 'function') {
this.set('comboMapper', comboFn);
}
}public addBehaviors(
behaviors: string | ModeOption | ModeType[],
modes: string | string[],
): AbstractGraph {
const modeController: ModeController = this.get('modeController');
modeController.manipulateBehaviors(behaviors, modes, true);
return this;
}public removeBehaviors(
behaviors: string | ModeOption | ModeType[],
modes: string | string[],
): AbstractGraph {
const modeController: ModeController = this.get('modeController');
modeController.manipulateBehaviors(behaviors, modes, false);
return this;
}public paint(): void {
this.emit('beforepaint');
this.get('canvas').draw();
this.emit('afterpaint');
}public render(): void {
const self = this;
this.set('comboSorted', false);
const data: GraphData = https://www.it610.com/article/this.get('data');
if (this.get('enabledStack')) {
// render 之前清空 redo 和 undo 栈
this.clearStack();
}if (!data) {
throw new Error('data must be defined first');
}const { nodes = [], edges = [], combos = [] } = data;
this.clear();
this.emit('beforerender');
each(nodes, (node: NodeConfig) => {
self.add('node', node, false, false);
});
// process the data to tree structure
if (combos && combos.length !== 0) {
const comboTrees = plainCombosToTrees(combos, nodes);
this.set('comboTrees', comboTrees);
// add combos
self.addCombos(combos);
}each(edges, (edge: EdgeConfig) => {
self.add('edge', edge, false, false);
});
const animate = self.get('animate');
if (self.get('fitView') || self.get('fitCenter')) {
self.set('animate', false);
}// layout
const layoutController = self.get('layoutController');
if (layoutController) {
layoutController.layout(success);
if (this.destroyed) return;
} else {
if (self.get('fitView')) {
self.fitView();
}
if (self.get('fitCenter')) {
self.fitCenter();
}
self.emit('afterrender');
self.set('animate', animate);
}
// 将在 onLayoutEnd 中被调用
function success() {
// fitView 与 fitCenter 共存时，fitView 优先，fitCenter 不再执行
if (self.get('fitView')) {
self.fitView();
} else if (self.get('fitCenter')) {
self.fitCenter();
}
self.autoPaint();
self.emit('afterrender');
if (self.get('fitView') || self.get('fitCenter')) {
self.set('animate', animate);
}
}if (!this.get('groupByTypes')) {
if (combos && combos.length !== 0) {
this.sortCombos();
} else {
// 为提升性能，选择数量少的进行操作
if (data.nodes && data.edges && data.nodes.length < data.edges.length) {
const nodesArr = this.getNodes();
// 遍历节点实例，将所有节点提前。
nodesArr.forEach((node) => {
node.toFront();
});
} else {
const edgesArr = this.getEdges();
// 遍历节点实例，将所有节点提前。
edgesArr.forEach((edge) => {
edge.toBack();
});
}
}
}if (this.get('enabledStack')) {
this.pushStack('render');
}
}
} Graphin
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Graphin是基于G6封装的React组件，可以直接进行使用
import React, { ErrorInfo } from 'react';
import G6, { Graph as IGraph, GraphOptions, GraphData, TreeGraphData } from '@antv/g6';
class Graphin extends React.PureComponent {
static registerNode: RegisterFunction = (nodeName, options, extendedNodeName) => {
G6.registerNode(nodeName, options, extendedNodeName);
};
static registerEdge: RegisterFunction = (edgeName, options, extendedEdgeName) => {
G6.registerEdge(edgeName, options, extendedEdgeName);
};
static registerCombo: RegisterFunction = (comboName, options, extendedComboName) => {
G6.registerCombo(comboName, options, extendedComboName);
};
static registerBehavior(behaviorName: string, behavior: any) {
G6.registerBehavior(behaviorName, behavior);
}static registerFontFamily(iconLoader: IconLoader): { [icon: string]: any } {
/**注册 font icon */
const iconFont = iconLoader();
const { glyphs, fontFamily } = iconFont;
const icons = glyphs.map((item) => {
return {
name: item.name,
unicode: String.fromCodePoint(item.unicode_decimal),
};
});
return new Proxy(icons, {
get: (target, propKey: string) => {
const matchIcon = target.find((icon) => {
return icon.name === propKey;
});
if (!matchIcon) {
console.error(`%c fontFamily:${fontFamily},does not found ${propKey} icon`);
return '';
}
return matchIcon?.unicode;
},
});
}// eslint-disable-next-line @typescript-eslint/no-explicit-any
static registerLayout(layoutName: string, layout: any) {
G6.registerLayout(layoutName, layout);
}graphDOM: HTMLDivElement | null = null;
graph: IGraph;
layout: LayoutController;
width: number;
height: number;
isTree: boolean;
data: GraphinTreeData | GraphinData | undefined;
options: GraphOptions;
apis: ApisType;
theme: ThemeData;
constructor(props: GraphinProps) {
super(props);
const {
data,
layout,
width,
height,...otherOptions
} = props;
this.data = data;
this.isTree =
Boolean(props.data && props.data.children) || TREE_LAYOUTS.indexOf(String(layout && layout.type)) !== -1;
this.graph = {} as IGraph;
this.height = Number(height);
this.width = Number(width);
this.theme = {} as ThemeData;
this.apis = {} as ApisType;
this.state = {
isReady: false,
context: {
graph: this.graph,
apis: this.apis,
theme: this.theme,
},
};
this.options = { ...otherOptions } as GraphOptions;
this.layout = {} as LayoutController;
}initData = (data: GraphinProps['data']) => {
if (data.children) {
this.isTree = true;
}
console.time('clone data');
this.data = https://www.it610.com/article/cloneDeep(data);
console.timeEnd('clone data');
};
initGraphInstance = () => {
const {
theme,
data,
layout,
width,
height,
defaultCombo,
defaultEdge,
defaultNode,
nodeStateStyles,
edgeStateStyles,
comboStateStyles,
modes = { default: [] },
animate,
...otherOptions
} = this.props;
const { clientWidth, clientHeight } = this.graphDOM as HTMLDivElement;
this.initData(data);
this.width = Number(width) || clientWidth || 500;
this.height = Number(height) || clientHeight || 500;
const themeResult = getDefaultStyleByTheme(theme);
const {
defaultNodeStyle,
defaultEdgeStyle,
defaultComboStyle,
defaultNodeStatusStyle,
defaultEdgeStatusStyle,
defaultComboStatusStyle,
} = themeResult;
this.theme = themeResult as ThemeData;
this.isTree = Boolean(data.children) || TREE_LAYOUTS.indexOf(String(layout && layout.type)) !== -1;
const isGraphinNodeType = defaultNode?.type === undefined || defaultNode?.type === defaultNodeStyle.type;
const isGraphinEdgeType = defaultEdge?.type === undefined || defaultEdge?.type === defaultEdgeStyle.type;
this.options = {
container: this.graphDOM,
renderer: 'canvas',
width: this.width,
height: this.height,
animate: animate !== false,
/** 默认样式 */
defaultNode: isGraphinNodeType ? deepMix({}, defaultNodeStyle, defaultNode) : defaultNode,
defaultEdge: isGraphinEdgeType ? deepMix({}, defaultEdgeStyle, defaultEdge) : defaultEdge,
defaultCombo: deepMix({}, defaultComboStyle, defaultCombo),
/** status 样式 */
nodeStateStyles: deepMix({}, defaultNodeStatusStyle, nodeStateStyles),
edgeStateStyles: deepMix({}, defaultEdgeStatusStyle, edgeStateStyles),
comboStateStyles: deepMix({}, defaultComboStatusStyle, comboStateStyles),modes,
...otherOptions,
} as GraphOptions;
if (this.isTree) {
this.options.layout = { ...layout };
this.graph = new G6.TreeGraph(this.options);
} else {
this.graph = new G6.Graph(this.options);
}this.graph.data(this.data as GraphData | TreeGraphData);
/** 初始化布局 */
if (!this.isTree) {
this.layout = new LayoutController(this);
this.layout.start();
}
this.graph.get('canvas').set('localRefresh', false);
this.graph.render();
this.initStatus();
this.apis = ApiController(this.graph);
};
updateLayout = () => {
this.layout.changeLayout();
};
componentDidMount() {
console.log('did mount...');
this.initGraphInstance();
this.setState({
isReady: true,
context: {
graph: this.graph,
apis: this.apis,
theme: this.theme,
},
});
}updateOptions = () => {
const { layout, data, ...options } = this.props;
return options;
};
initStatus = () => {
if (!this.isTree) {
const { data } = this.props;
const { nodes = [], edges = [] } = data as GraphinData;
nodes.forEach((node) => {
const { status } = node;
if (status) {
Object.keys(status).forEach((k) => {
this.graph.setItemState(node.id, k, Boolean(status[k]));
});
}
});
edges.forEach((edge) => {
const { status } = edge;
if (status) {
Object.keys(status).forEach((k) => {
this.graph.setItemState(edge.id, k, Boolean(status[k]));
});
}
});
}
};
componentDidUpdate(prevProps: GraphinProps) {
console.time('did-update');
const isDataChange = this.shouldUpdate(prevProps, 'data');
const isLayoutChange = this.shouldUpdate(prevProps, 'layout');
const isOptionsChange = this.shouldUpdate(prevProps, 'options');
const isThemeChange = this.shouldUpdate(prevProps, 'theme');
console.timeEnd('did-update');
const { data } = this.props;
const isGraphTypeChange = prevProps.data.children !== data.children;
/** 图类型变化 */
if (isGraphTypeChange) {
this.initGraphInstance();
console.log('%c isGraphTypeChange', 'color:grey');
}
/** 配置变化 */
if (isOptionsChange) {
this.updateOptions();
console.log('isOptionsChange');
}
/** 数据变化 */
if (isDataChange) {
this.initData(data);
this.layout.changeLayout();
this.graph.data(this.data as GraphData | TreeGraphData);
this.graph.changeData(this.data as GraphData | TreeGraphData);
this.initStatus();
this.apis = ApiController(this.graph);
console.log('%c isDataChange', 'color:grey');
this.setState((preState) => {
return {
...preState,
context: {
graph: this.graph,
apis: this.apis,
theme: this.theme,
},
};
});
return;
}
/** 布局变化 */
if (isLayoutChange) {
/**
* TODO
* 1. preset 前置布局判断问题
* 2. enablework 问题
* 3. G6 LayoutController 里的逻辑
*/
this.layout.changeLayout();
this.layout.refreshPosition();
/** 走G6的layoutController */
// this.graph.updateLayout();
console.log('%c isLayoutChange', 'color:grey');
}
}/**
* 组件移除的时候
*/
componentWillUnmount() {
this.clear();
}/**
* 组件崩溃的时候
* @param error
* @param info
*/
componentDidCatch(error: Error, info: ErrorInfo) {
console.error('Catch component error: ', error, info);
}clear = () => {
if (this.layout && this.layout.destroyed) {
this.layout.destroy();
// tree graph
}
this.layout = {} as LayoutController;
this.graph!.clear();
this.data = https://www.it610.com/article/{ nodes: [], edges: [], combos: [] };
this.graph!.destroy();
};
shouldUpdate(prevProps: GraphinProps, key: string) {
/* eslint-disable react/destructuring-assignment */
const prevVal = prevProps[key];
const currentVal = this.props[key] as DiffValue;
const isEqual = deepEqual(prevVal, currentVal);
return !isEqual;
}render() {
const { isReady } = this.state;
const { modes, style } = this.props;
return (
{
this.graphDOM = node;
}}
style={{ background: this.theme?.background, ...style }}
/>{isReady && (
<>
{
/** modes 不存在的时候，才启动默认的behaviros，否则会覆盖用户自己传入的 */
!modes && (
{/* 拖拽画布 */}
)
}{/** resize 画布 */}
);
}
} 总结 【动态渲染拓扑图方案探究】数据可视化通常是基于Canvas进行渲染的，对于简单的图形渲染，我们常常一个实例一个实例去写，缺少系统性的统筹规划的概念，对于需要解决一类问题的可视化方案，可以借鉴ECharts及G6引擎的做法，基于MVC模型，将展示、行为及数据进行分离，对于特定方案细粒度的把控可以参考G6的方案。本质上，大数据可视化展示是一个兼具大数据、视觉传达、前端等多方交叉的领域，对于怎么进行数据粒度的优美展示，可以借鉴data-ink ratio以及利用力导布局的算法（ps：引入库伦斥力及胡克弹力阻尼衰减进行动效展示，同时配合边线权重进行节点聚合），对于这方面感兴趣的同学，可以参考今年SEE Conf的《图解万物——AntV图可视化分析解决方案》，数据可视化领域既专业又交叉，对于深挖此道的同学还是需要下一番功夫的。
参考
- ECharts关系图官网
- ECharts官方源码
- ECharts 3.0源码简要分析1-总体架构
- ZRender官方源码
- ZRender源码分析1：总体结构
- ZRender源码分析2：Storage(Model层)
- ZRender源码分析3：Painter(View层)-上
- ZRender源码分析4：Painter(View层)-中
- ZRender源码分析5：Shape绘图详解
- ZRender源码分析6：Shape对象详解之路径
- G6官网
- G6官方源码
- G6源码阅读-part1-运行主流程
- G6源码阅读-Part2-Item与Shape
- G6源码阅读-Part3-绘制Paint
- Graphin官方源码
- Graphin官网
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