110 lines
3.5 KiB
JavaScript
110 lines
3.5 KiB
JavaScript
class Visualizer{
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static drawNetwork(ctx,network){
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const margin=50;
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const left=margin;
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const top=margin;
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const width=ctx.canvas.width-margin*2;
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const height=ctx.canvas.height-margin*2;
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const levelHeight=height/network.levels.length;
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for(let i=network.levels.length-1;i>=0;i--){
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const levelTop=top+
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lerp(
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height-levelHeight,
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0,
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network.levels.length==1
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?0.5
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:i/(network.levels.length-1)
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);
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ctx.setLineDash([7,3]);
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Visualizer.drawLevel(ctx,network.levels[i],
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left,levelTop,
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width,levelHeight,
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i==network.levels.length-1
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?['🠉','🠈','🠊','🠋']
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:[]
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);
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}
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}
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static drawLevel(ctx,level,left,top,width,height,outputLabels){
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const right=left+width;
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const bottom=top+height;
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const {inputs,outputs,weights,biases}=level;
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for(let i=0;i<inputs.length;i++){
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for(let j=0;j<outputs.length;j++){
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ctx.beginPath();
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ctx.moveTo(
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Visualizer.#getNodeX(inputs,i,left,right),
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bottom
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);
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ctx.lineTo(
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Visualizer.#getNodeX(outputs,j,left,right),
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top
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);
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ctx.lineWidth=2;
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ctx.strokeStyle=getRGBA(weights[i][j]);
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ctx.stroke();
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}
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}
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const nodeRadius=18;
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for(let i=0;i<inputs.length;i++){
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const x=Visualizer.#getNodeX(inputs,i,left,right);
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ctx.beginPath();
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ctx.arc(x,bottom,nodeRadius,0,Math.PI*2);
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ctx.fillStyle="black";
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ctx.fill();
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ctx.beginPath();
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ctx.arc(x,bottom,nodeRadius*0.6,0,Math.PI*2);
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ctx.fillStyle=getRGBA(inputs[i]);
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ctx.fill();
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}
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for(let i=0;i<outputs.length;i++){
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const x=Visualizer.#getNodeX(outputs,i,left,right);
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ctx.beginPath();
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ctx.arc(x,top,nodeRadius,0,Math.PI*2);
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ctx.fillStyle="black";
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ctx.fill();
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ctx.beginPath();
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ctx.arc(x,top,nodeRadius*0.6,0,Math.PI*2);
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ctx.fillStyle=getRGBA(outputs[i]);
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ctx.fill();
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ctx.beginPath();
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ctx.lineWidth=2;
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ctx.arc(x,top,nodeRadius*0.8,0,Math.PI*2);
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ctx.strokeStyle=getRGBA(biases[i]);
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ctx.setLineDash([3,3]);
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ctx.stroke();
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ctx.setLineDash([]);
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if(outputLabels[i]){
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ctx.beginPath();
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ctx.textAlign="center";
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ctx.textBaseline="middle";
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ctx.fillStyle="black";
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ctx.strokeStyle="white";
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ctx.font=(nodeRadius*1.5)+"px Arial";
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ctx.fillText(outputLabels[i],x,top+nodeRadius*0.1);
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ctx.lineWidth=0.5;
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ctx.strokeText(outputLabels[i],x,top+nodeRadius*0.1);
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}
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}
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}
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static #getNodeX(nodes,index,left,right){
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return lerp(
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left,
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right,
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nodes.length==1
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?0.5
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:index/(nodes.length-1)
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);
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}
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} |