20 KiB
| title | order |
|---|---|
| Configure the Items | 2 |
In this chapter, we have already drawn the graph of the Tutorial example, but the items and their labels look visually basic. In this article, we will beautify the items from the previous chapter to achieve the following effects and introduce the properties and configuration methods of the items.
Figure 1: The *Tutorial example *after configuring element properties.
Basic Concepts
Graph Items
Graph items refer to the nodes Node, edges Edge, and node groups Combo on the graph. G6 provides a series of built-in nodes for users to choose from.
Element Properties
Whether it is a node or an edge, their properties can be divided into two types:
- Graphic style properties: Correspond to various styles in the canvas and can be changed when the element's state changes.
- Other properties: For example, the type (
type), id (id), position (x,y) properties, which cannot be changed when the element's state changes.
For example, when G6 sets a node to be hovered or clicked, it generally uses the Graph's set state API graph.setItemState in the event listener to put the node into a certain state, e.g. the selected state. At this time, the node should make certain style changes to respond to the selected state. This can only automatically change the graphic style properties of the node (such as fill and stroke in keyShape), and the other properties (such as type) cannot be changed. If you need to change other properties, you need to update the data with graph.updateData. The graphic style properties are stored in the xxxShape object of the node/edge/combo's configuration, corresponding to the styles of different shapes.
Data Structure
Taking the node element as an example, the data structure of its properties is as follows:
{
id: 'node0', // The id of the element
data: {
x: 100, // The position of the node. If the graph does not configure a layout and all node data in the data has x and y information, this information will be used to draw the node's position.
y: 100,
type: 'circle-node', // The shape of the element. Compared to v4, it has an extra -node suffix.
label: 'node0' // The label text
keyShape: { // The style properties of the main shape
r: 20 // The size of the main shape. If it is a rect-node, it is controlled by width and height.
fill: '#000', // The fill color of the main shape
stroke: '#888', // The stroke color of the main shape
// ... // Other style properties of the main shape
},
labelShape: {
positions: 'center', // The properties of the label, the position of the label in the element
text: 'node-xxx-label'// The text of the element's label. If not configured, it will be filled with data.label
fontSize: 12 // The style properties of the label, the font size of the text
// ... // Other style properties of the label
}
// ..., // Other properties
},
}
The data structure of the edge item is similar to that of the node item, except that it has source and target fields at the same level as id and data, which represent the ids of the start and end nodes.
Refining the visual requirements of the Tutorial example in Figure 1, we need to achieve the following:
- Visual effects:
- R1: Set different node types,
'circle-node','rect-node','triangle-node'. - R2: Draw the icons and badges of the nodes, corresponding properties:
iconShape,badgeShapes. - R3: Arrows on the edges, corresponding to the edge property:
keyShape.endArrow.
- R1: Set different node types,
- Data and visual mapping:
- R5: Cluster the nodes and map the colors of the nodes based on categories, corresponding property:
keyShape.fill. - R6: Map the size of the nodes based on their degree, corresponding property:
keyShape.r.
- R5: Cluster the nodes and map the colors of the nodes based on categories, corresponding property:
Properties Configuration
In G6, there are multiple ways to configure element properties based on different scenario requirements. Here, we introduce the configuration of element properties when instantiating a graph. Compared to v4, where only static global properties can be configured on the graph, v5 supports JSON Spec attribute mapping and function mapping configuration methods:
1.JSON Spec Configuration when Instantiating the Graph
Scenario: Uniform configuration of properties for all nodes and edges.
Usage: Use two configuration options of the graph:
node: The graphic style properties and other properties of the nodes in the default state.edge: The graphic style properties and other properties of the edges in the default state.
const graph = new G6.Graph({
// ... // Other configurations of the graph
// Configuration for the graphic style and other properties of nodes in the default state
node: {
type: 'circle-node',
keyShape: {
r: 16, // Node size
fill: '#4089FF', // Node fill color
},
// Configuration for the label text on the nodes
labelShape: {
// All styles support the following mapping, which means that based on the label field in the data model.data, use the result returned by formatter
text: {
fields: ['label'],
formatter: (model) => model.data.label,
},
fill: '#000', // Node label text color
},
// Animation configuration for nodes
animates: {
// When data/state updates
update: [
{
shapeId: 'haloShape', // Background halo shape
states: ['selected', 'active'], // When in the selected and active states change
fields: ['opacity'], // Animated change in opacity
},
{
shapeId: 'keyShape', // Main shape
states: ['selected', 'active'], // When in the selected and active states change
fields: ['lineWidth'], // Animated change in edge thickness
},
],
},
},
// Configuration for the style (style) and other properties of edges in the default state
edge: {
// ... // Other configurations for edges
// Edge style configuration
type: 'line-edge',
keyShape: {
opacity: 0.6, // Opacity of the main shape of the edge
stroke: 'grey', // Stroke color of the main shape of the edge
},
// Configuration for the label text on the edges
labelShape: {
autoRotate: true, // Rotate the label text on the edge based on the direction of the edge
},
// Animation configuration for edges
animates: {
// When data/state updates
update: [
{
shapeId: 'haloShape', // Background halo shape
states: ['selected', 'active'], // When in the selected and active states change
fields: ['opacity'], // Animated change in opacity
},
{
shapeId: 'keyShape', // Main shape
states: ['selected', 'active'], // When in the selected and active states change
fields: ['lineWidth'], // Animated change in edge thickness
},
],
},
},
});
2. Function Mapping Configuration for Instantiating a Graph
Scenario: Different nodes/edges can have different personalized configurations. More flexibility.
Usage: Before looking at the function mapping code, we know that each node in the original data is relatively simple:
{ "id": "0", "data": { "label": "0" } },
{ "id": "1", "data": { "label": "1" } },
Generally, the larger the degree (number of one-hop neighbors) of a node in a graph, the more important it is. We can use node size to express this information. At the same time, if the degree is large enough, we can use more additional graphics to highlight its status. We can calculate the degree of the nodes in advance through a data processor:
const degreeCalculator = (data, options, userGraphCore) => {
const { edges, nodes } = data;
const degreeMap = new Map();
edges.forEach(({ source, target }) => {
degreeMap.set(source, (degreeMap.get(source) || 0) + 1);
degreeMap.set(target, (degreeMap.get(target) || 0) + 1);
});
nodes.forEach((node) => {
node.data.degree = degreeMap.get(node.id) || 0;
});
return data;
};
In addition, we hope to use colors to represent the categories of nodes. If the data contains a field indicating the node category, we can use it directly. In this example, we use the clustering algorithm provided by @antv/algorithm to calculate the node clustering based on the graph structure. We also write it as a data processor:
const clusteringNodes = (data, options = {}, userGraphCore) => {
if (!Algorithm?.labelPropagation) return;
const clusteredData = Algorithm.louvain(data, false);
const clusterMap = new Map();
clusteredData.clusters.forEach((cluster, i) => {
cluster.nodes.forEach((node) => {
clusterMap.set(node.id, `c${i}`);
});
});
data.nodes.forEach((node) => {
node.data.cluster = clusterMap.get(node.id);
});
return data;
};
Then register these data processors to the Graph in G6:
import { Graph as GraphBase, extend, Extensions } from '@antv/g6';
const Graph = extend(GraphBase, {
transforms: {
'degree-calculator': degreeCalculator,
'node-clustering': clusteringNodes,
},
nodes: {
// Note that for package size management, G6 only registers circle-node and rect-node by default. Other built-in or custom node types need to be imported from Extensions and registered as follows
'triangle-node': Extensions.TriangleNode,
},
});
In this way, when instantiating the graph, we can configure this data processor on the graph. When data enters the Graph, it will produce data with the degree information through this data processor:
const graph = new Graph({
// Note that the extended Graph is used here
// ... Other graph configurations
transforms: [
'transform-v4-data', // Built-in converter that converts v4 formatted data to v5 format
'degree-calculator', // Custom data processor that calculates the degree of nodes and stores it in data.degree
'node-clustering', // Custom data processor that stores clustering results in the data.cluster field of nodes for the theme module to use later
{
// Built-in node size mapper that maps the value of the field (the degree field generated by the previous processor here) specified by field to the node size, and normalizes the node size to between 16 and 60
type: 'map-node-size',
field: 'degree',
range: [16, 60],
},
],
});
Now, after the data enters the Graph, it will pass through the data processors specified by transforms one by one. Each node of the internal data produced in the internal flow will have some calculated fields, such as:
{ "id": "0", "data": { "label": "0", degree: 1, cluster: 'c0' } },
{ "id": "1", "data": { "label": "1", degree: 3, cluster: 'c4' } },
Then, in the function mapping configuration of the node, we can use these field values:
const graph = new G6.Graph({
// ... other configurations
// transforms: ...
// edge: ...
// node configuration in the graph configuration
node: (model) => {
// model is the user input data for the node, transformed and processed internally by G6
const { id, data } = model;
// Use different node types based on the degree field in the data
let type = 'circle-node';
if (data.degree === 2) type = 'rect-node';
else if (data.degree === 1) type = 'triangle-node';
// Badge shapes
const badgeShapes = {
fontSize: 12,
lod: 0,
};
// Add different badges based on the degree field
if (data.degree > 10) {
badgeShapes[0] = {
color: '#F86254',
text: 'Important',
position: 'rightTop',
};
}
if (data.degree > 5) {
badgeShapes[1] = {
text: 'A',
textAlign: 'center',
color: '#EDB74B',
position: 'right',
};
}
return {
id,
data: {
// Make sure to copy data here, otherwise other properties in the data may be lost
...data,
type,
// Label shape style
labelShape: {
position: 'bottom',
text: id,
},
// Label background style, if not undefined, a background shape will appear when there is text. More styling properties such as fill color, padding can be configured.
labelBackgroundShape: {},
// Icon shape, nodes with degree < 2 do not display an icon
iconShape:
data.degree <= 2
? undefined
: {
img: 'https://gw.alipayobjects.com/zos/basement_prod/012bcf4f-423b-4922-8c24-32a89f8c41ce.svg',
fill: '#fff',
lod: 0,
fontSize: data.keyShape.r - 4,
},
// Badge shapes
badgeShapes,
// Animation configuration
animates: {
update: [
{
fields: ['opacity'],
shapeId: 'haloShape',
states: ['selected', 'active'],
},
{
fields: ['lineWidth'],
shapeId: 'keyShape',
states: ['selected', 'active'],
},
],
},
},
};
},
});
In the above node mapping function, the degree field is used. Clusters can be used with the new theme module provided by G6 v5. All you need to do is to configure it on the graph:
const graph = new Graph({
// ... other graph configurations
// transforms: ...
// node: ...
// edge: ...
// Theme configuration
theme: {
type: 'spec',
base: 'light', // Light theme
specification: {
node: {
// Node color mapping based on the data.cluster field
dataTypeField: 'cluster',
},
},
},
});
In the above code, we added four configurations when instantiating the graph: transform, theme, node, and edge. The result is shown below:
Figure 3
As you can see, the nodes in the graph are rendered as circle, rectangle, and triangle based on their degrees. The sizes of the nodes are mapped to the degrees. The colors of the nodes are mapped to their categories. Similarly, we can also apply various styles mappings to the edges. I won't go into detail here.
Complete Code
Here is the complete code:
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<title>Tutorial Demo</title>
</head>
<body>
<div id="container"></div>
<script src="https://gw.alipayobjects.com/os/lib/antv/g6/5.0.0-beta.11/dist/g6.min.js"></script>
<script>
const { Graph: GraphBase, extend, Extensions } = G6;
// Custom data processor - degree calculator
const degreeCalculator = (data, options, userGraphCore) => {
const { edges, nodes } = data;
const degreeMap = new Map();
edges.forEach(({ source, target }) => {
degreeMap.set(source, (degreeMap.get(source) || 0) + 1);
degreeMap.set(target, (degreeMap.get(target) || 0) + 1);
});
nodes.forEach((node) => {
node.data.degree = degreeMap.get(node.id) || 0;
});
return data;
};
// Custom data processor - node clustering
const clusteringNodes = (data, options = {}, userGraphCore) => {
if (!Algorithm?.labelPropagation) return;
const clusteredData = Algorithm.louvain(data, false);
const clusterMap = new Map();
clusteredData.clusters.forEach((cluster, i) => {
cluster.nodes.forEach((node) => {
clusterMap.set(node.id, `c${i}`);
});
});
data.nodes.forEach((node) => {
node.data.cluster = clusterMap.get(node.id);
});
return data;
};
const Graph = extend(BaseGraph, {
transforms: {
'degree-calculator': degreeCalculator,
'node-clustering': clusteringNodes,
},
nodes: {
'triangle-node': Extensions.TriangleNode,
},
});
const graph = new Graph({
container: 'container',
width: 1000,
height: 1000,
transforms: [
'transform-v4-data',
'degree-calculator',
'node-clustering',
{
type: 'map-node-size',
field: 'degree',
range: [16, 60],
},
],
theme: {
type: 'spec',
base: 'light',
specification: {
node: {
dataTypeField: 'cluster',
},
},
},
node: (model) => {
const { id, data } = model;
let type = 'circle-node';
if (data.degree === 2) type = 'rect-node';
else if (data.degree === 1) type = 'triangle-node';
const badgeShapes = {
fontSize: 12,
lod: 0,
};
if (data.degree > 10) {
badgeShapes[0] = {
color: '#F86254',
text: 'Important',
position: 'rightTop',
};
}
if (data.degree > 5) {
badgeShapes[1] = {
text: 'A',
textAlign: 'center',
color: '#EDB74B',
position: 'right',
};
}
return {
id,
data: {
...data,
type,
labelShape: {
position: 'bottom',
text: id,
},
labelBackgroundShape: {},
iconShape:
data.degree <= 2
? undefined
: {
img: 'https://gw.alipayobjects.com/zos/basement_prod/012bcf4f-423b-4922-8c24-32a89f8c41ce.svg',
fill: '#fff',
lod: 0,
fontSize: data.keyShape.r - 4,
},
badgeShapes,
animates: {
update: [
{
fields: ['opacity'],
shapeId: 'haloShape',
states: ['selected', 'active'],
},
{
fields: ['lineWidth'],
shapeId: 'keyShape',
states: ['selected', 'active'],
},
],
},
},
};
},
edge: {
animates: {
update: [
{
fields: ['opacity'],
shapeId: 'haloShape',
states: ['selected', 'active'],
},
{
fields: ['lineWidth'],
shapeId: 'keyShape',
states: ['selected', 'active'],
},
],
},
},
});
const main = async () => {
const response = await fetch(
'https://raw.githubusercontent.com/antvis/G6/v5/packages/g6/tests/datasets/force-data.json',
);
const remoteData = await response.json();
graph.read(remoteData);
};
main();
</script>
</body>
</html>
⚠️ Note:
If you need to replace the data, please replace 'https://raw.githubusercontent.com/antvis/G6/v5/packages/g6/tests/datasets/force-data.json' with the new data file address.