1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
|
import { AfterViewInit, Component, ElementRef, Input, OnInit, ViewChild } from '@angular/core';
import { RgbColor } from '@syncfusion/ej2-angular-heatmap';
import Dataset, { ColumnInfo } from 'src/app/_data/Dataset';
import Model, { Layer } from 'src/app/_data/Model';
@Component({
selector: 'app-graph',
templateUrl: './graph.component.html',
styleUrls: ['./graph.component.css']
})
export class GraphComponent implements AfterViewInit {
@ViewChild('graphWrapper')
wrapper!: ElementRef;
@ViewChild('graphCanvas')
canvas!: ElementRef;
@Input() model?: Model;
//@Input() inputCols: number = 1;
@Input() lineThickness: number = 2;
@Input() nodeRadius: number = 15;
@Input() lineColor1: RgbColor = new RgbColor(0, 168, 232);
@Input() lineColor2: RgbColor = new RgbColor(0, 70, 151);
@Input() nodeColor: string = '#222277';
@Input() borderColor: string = '#00a8e8';
@Input() inputNodeColor: string = '#00a8e8';
@Input() outputNodeColor: string = '#dfd7d7';
private ctx!: CanvasRenderingContext2D;
@Input() inputColumns?: string[];
constructor() { }
ngAfterViewInit(): void {
const ctx = this.canvas.nativeElement.getContext('2d');
if (ctx) {
this.ctx = ctx;
} else {
console.warn('Could not get canvas context!');
}
window.addEventListener('resize', () => { this.resize() });
this.update();
this.resize();
//console.log(this.layers);
}
layers: Node[][] = [];
update() {
this.layers.length = 0;
let inputNodeIndex = 0;
const inputLayer: Node[] = [];
while (this.inputColumns && inputNodeIndex < this.inputColumns.length) {
const x = 0.5 / (this.model!.hiddenLayers + 2);
const y = (inputNodeIndex + 0.5) / this.inputColumns.length;
const node = new Node(x, y, this.inputNodeColor);
inputLayer.push(node);
inputNodeIndex += 1;
}
this.layers.push(inputLayer);
let layerIndex = 1;
while (layerIndex < this.model!.hiddenLayers + 1) {
const newLayer: Node[] = [];
let nodeIndex = 0;
while (nodeIndex < this.model!.layers[layerIndex - 1].neurons) {
const x = (layerIndex + 0.5) / (this.model!.hiddenLayers + 2);
const y = (nodeIndex + 0.5) / this.model!.layers[layerIndex - 1].neurons;
const node = new Node(x, y, this.nodeColor);
newLayer.push(node);
nodeIndex += 1;
}
this.layers.push(newLayer);
layerIndex += 1;
}
const outX = 1 - (0.5 / (this.model!.hiddenLayers + 2));
const outY = 0.5;
this.layers.push([new Node(outX, outY, this.outputNodeColor)])
this.draw();
}
draw() {
this.ctx.clearRect(0, 0, this.canvas.nativeElement.width, this.canvas.nativeElement.height);
let index = 0;
while (index < this.layers!.length - 1) {
for (let node1 of this.layers![index]) {
for (let node2 of this.layers![index + 1]) {
this.drawLine(node1, node2);
}
}
index += 1;
}
for (let layer of this.layers!) {
layer.forEach((node, index) => {
this.drawNode(node, 0.5 / layer.length + 0.5);
});
}
}
bezierOffset = 5;
drawLine(node1: Node, node2: Node) {
const lineColor: RgbColor = this.lerpColor(this.lineColor1, this.lineColor2, node1.y);
this.ctx.strokeStyle = `rgb(${lineColor.R}, ${lineColor.G}, ${lineColor.B})`;
this.ctx.lineWidth = this.lineThickness;
this.ctx.beginPath();
this.ctx.moveTo(node1.x * this.width, node1.y * this.height);
//this.ctx.lineTo(node2.x * this.width, node2.y * this.height);
const middle = (node1.x + (node2.x - node1.x) / 2) * this.width;
this.ctx.bezierCurveTo(
middle, node1.y * this.height,
middle, node2.y * this.height,
node2.x * this.width, node2.y * this.height);
this.ctx.stroke();
}
drawNode(node: Node, sizeMult: number) {
const lineColor: RgbColor = this.lerpColor(this.lineColor1, this.lineColor2, node.y);
this.ctx.strokeStyle = `rgb(${lineColor.R}, ${lineColor.G}, ${lineColor.B})`;
this.ctx.fillStyle = node.color;
this.ctx.lineWidth = this.lineThickness;
this.ctx.beginPath();
this.ctx.arc(node.x * this.width, node.y * this.height, this.nodeRadius * sizeMult, 0, 2 * Math.PI);
this.ctx.fill();
this.ctx.stroke();
}
width = 200;
height = 200;
ratio = 1;
resize() {
this.width = this.wrapper.nativeElement.offsetWidth;
this.height = this.wrapper.nativeElement.offsetHeight;
this.ratio = this.width / this.height;
if (this.canvas) {
this.canvas.nativeElement.width = this.width;
this.canvas.nativeElement.height = this.height;
}
this.draw();
}
lerpColor(value1: RgbColor, value2: RgbColor, amount: number): RgbColor {
const newColor = new RgbColor(0, 0, 0);
amount = amount < 0 ? 0 : amount;
amount = amount > 1 ? 1 : amount;
newColor.R = value1.R + (value2.R - value1.R) * amount;
newColor.G = value1.G + (value2.G - value1.G) * amount;
newColor.B = value1.B + (value2.B - value1.B) * amount;
return newColor;
};
}
class Node {
constructor(
public x: number,
public y: number,
public color: string
) { }
}
|
