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// ┌────────────────────────────────────────────────────────────────────┐ \\
// │ Raphaël 2.1.2 - JavaScript Vector Library │ \\
// ├────────────────────────────────────────────────────────────────────┤ \\
// │ Copyright © 2008-2012 Dmitry Baranovskiy (http://raphaeljs.com) │ \\
// │ Copyright © 2008-2012 Sencha Labs (http://sencha.com) │ \\
// ├────────────────────────────────────────────────────────────────────┤ \\
// │ Licensed under the MIT (http://raphaeljs.com/license.html) license.│ \\
// └────────────────────────────────────────────────────────────────────┘ \\
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this.pathArr.push(['M', posX + c * colSize, posY]);
this.pathArr.push(['L', posX + c * colSize, posY + numRows * rowSize]);
}
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this.pathArr.push(['L', posX + numCols * colSize, posY + r * rowSize]);
}
this.draw = function(paper) {
this.path = paper.path(this.pathArr);
// skew by -10rad around x, scale x by 0.5 and translate by 50
var m = Raphael.matrix(0.5, Math.tan(-10), 0, 1, 10, 80);
this.path.attr({transform: m.toTransformString(), fill: "rgb(255,255,255)"});
};
}
function euclideanDist(p1, p2) {
return Math.pow(p1.x - p2.x, 2) + Math.pow(p1.y - p2.y, 2);
}
function findNearestPoints(arr1, arr2) {
var minDist = -1;
var arr1Idx = -1;
var arr2Idx = -1;
for (var i = 0; i < arr1.length; i++) {
for (var j = 0; j < arr2.length; j++) {
var dist = euclideanDist(arr1[i], arr2[j]);
if (minDist == -1 || dist < minDist) {
minDist = dist;
arr1Idx = i;
arr2Idx = j;
}
}
}
return [arr1Idx, arr2Idx];
}
function addMathToSvg(sourceId, targetSvg) {
var source = $("#" + sourceId);
var mathJax = source.find(".MathJax_SVG");
var svg = mathJax.find("svg");
var g = svg.find("g");
var group = $(g[0]).clone();
group[0].setAttribute("transform", "translate(306 100) scale(0.5) matrix(1 0 0 -1 0 0)");
targetSvg.append(group);
}
function NetNode(posX, posY, radius, connectionPoinSize, color) {
this.posX = posX;
this.posY = posY;
this.radius = radius;
this.links = [];
this.pathArr = [];
this.connectionPoints = [ {x: posX - radius, y: posY}, {x: posX + radius, y: posY} ];
this.connectionPointSize = connectionPoinSize;
this.color = color;
this.nodeView = undefined;
this.connectionCircles = [];
}
NetNode.prototype.setPosition = function(posX, posY) {
this.posX = posX;
this.posY = posY;
this.connectionPoints = [ {x: posX - this.radius, y: posY}, {x: posX + this.radius, y: posY} ];
}
NetNode.prototype.highlight = function() {
this.nodeView.attr({fill: this.color});
for (var i = 0; i < this.connectionCircles.length; i++) {
this.connectionCircles[i].attr({stroke: "rgb(200,200,200)", fill: "rgb(200,200,200)"});
}
for (var i = 0; i < this.links.length; i++) {
this.links[i].highlight();
}
}
NetNode.prototype.unhighlight = function() {
this.nodeView.attr({fill: "rgb(255,255,255)"});
for (var i = 0; i < this.connectionCircles.length; i++) {
this.connectionCircles[i].attr({stroke: "rgb(0,0,0)", fill: "rgb(0,0,0)"});
}
for (var i = 0; i < this.links.length; i++) {
this.links[i].unhighlight();
}
}
NetNode.prototype.draw = function(paper) {
if (this.radius > 0) {
this.nodeView = paper.circle(this.posX, this.posY, this.radius)
} else if (this.pathArr.length > 0) {
this.nodeView = paper.path(this.pathArr);
}
if (this.connectionPointSize > 0) {
for (var i = 0; i < this.connectionPoints.length; i++) {
var circle = paper.circle(this.connectionPoints[i].x, this.connectionPoints[i].y, this.connectionPointSize);
circle.attr({ fill: "rgb(0,0,0)"});
this.connectionCircles.push(circle);
}
}
this.nodeView.attr({stroke: this.color});
this.nodeView.attr({fill: "rgb(255,255,255)"});
var self = this;
this.nodeView.mouseover(function() {
self.highlight();
});
this.nodeView.mouseout(function() {
self.unhighlight();
});
}
function PillNetNode(posX, posY, width, height) {
this.radius = 0;
this.posX = posX;
this.posY = posY;
this.width = width;
this.height = height;
this.connectionPoints = [ {x: posX, y: posY + height/2}, {x: posX + width, y: posY + height/2} ];
this.links = []
this.pathArr = [];
this.pathArr.push(['M', posX + height/2, posY]);
this.pathArr.push(['A', height/2, height/2, 0, 1, 0, posX+height/2, posY+height]);
this.pathArr.push(['L', posX+width-height/2, posY+height]);
this.pathArr.push(['A', height/2, height/2, 0, 1, 0, posX+width-height/2, posY]);
this.pathArr.push(['L', posX+height/2, posY]);
this.pathArr.push(['M', posX + width-22, posY+height-5]);
this.pathArr.push(['C', posX + width-8, posY+height-5, posX + width-19, posY+5, posX + width-5, posY+5]);
this.pathArr.push(['M', posX + 2*width/3, posY + 2]);
this.pathArr.push(['L', posX + 2*width/3, posY + height - 2]);
}
PillNetNode.prototype = new NetNode();
PillNetNode.constructor = PillNetNode;
PillNetNode.prototype.setPosition = function(posX, posY) {
this.posX = posX;
this.posY = posY;
this.connectionPoints = [ {x: posX, y: posY + this.height/2}, {x: posX + this.width, y: posY + this.height/2} ];
this.pathArr = [];
this.pathArr.push(['M', posX + this.height/2, posY]);
this.pathArr.push(['A', this.height/2, this.height/2, 0, 1, 0, posX+this.height/2, posY+this.height]);
this.pathArr.push(['L', posX+this.width-this.height/2, posY+this.height]);
this.pathArr.push(['A', this.height/2, this.height/2, 0, 1, 0, posX+this.width-this.height/2, posY]);
this.pathArr.push(['L', posX+this.height/2, posY]);
this.pathArr.push(['M', posX + this.width-22, posY+this.height-5]);
this.pathArr.push(['C', posX + this.width-8, posY+this.height-5, posX + this.width-19, posY+5, posX + this.width-5, posY+5]);
this.pathArr.push(['M', posX + 2*this.width/3, posY + 2]);
this.pathArr.push(['L', posX + 2*this.width/3, posY + this.height - 2]);
}
function Link(fromX, fromY, toX, toY, nodeFrom, nodeTo) {
this.nodeFrom = nodeFrom;
this.nodeTo = nodeTo;
this.pathArr = [];
this.pathArr.push(['M', fromX, fromY]);
this.pathArr.push(['L', toX, toY]);
this.path = null;
}
Link.prototype.highlight = function() {
this.path.attr({stroke: "rgb(220,30,30)"});
}
Link.prototype.unhighlight = function() {
//this.path.strokeLinearGradient("grad1", 1);
this.path.attr({stroke: "rgba(200,200,200,0.5)"});
}
Link.prototype.draw = function(paper) {
this.path = paper.path(this.pathArr);
this.path.attr({stroke: "rgba(200,200,200,0.5)"});
}
function Net() {
this.nodes = [];
this.links = [];
}
Net.prototype.addNode = function(node) {
this.nodes.push(node);
return this;
}
Net.prototype.addLayer = function(layer) {
this.nodes = this.nodes.concat(layer.nodes);
this.links = this.links.concat(layer.links);
return this;
}
Net.prototype.link = function(nodeIdx1, nodeIdx2) {
var node1 = this.nodes[nodeIdx1];
var node2 = this.nodes[nodeIdx2];
this.links.push(createLink(node1, node2));
return this;
}
Net.prototype.highlight = function(nodeIndexes) {
var self = this;
nodeIndexes.forEach(function(idx) {
self.nodes[idx].highlight()
});
}
Net.prototype.unhighlight = function(nodeIndexes) {
var self = this;
nodeIndexes.forEach(function(idx) {
self.nodes[idx].unhighlight()
});
}
Net.prototype.draw = function(paper) {
for (var i = 0; i < this.links.length; i++) {
this.links[i].draw(paper);
}
for (var i = 0; i < this.nodes.length; i++) {
this.nodes[i].draw(paper);
}
return this;
}
function createLink(node1, node2) {
var conPoints = findNearestPoints(node1.connectionPoints, node2.connectionPoints);
var p1 = node1.connectionPoints[conPoints[0]];
var p2 = node2.connectionPoints[conPoints[1]];
var link = new Link(p1.x, p1.y, p2.x, p2.y, node1, node2);
node1.links.push(link);
node2.links.push(link);
return link;
}
function FullyConnectedLayer(node, numNodes, distance) {
this.nodes = [];
this.links = [];
for (var i = 0; i < numNodes; i++) {
var newNode = $.extend(true, {}, node);
newNode.setPosition(node.posX, node.posY + distance * i);
this.nodes.push(newNode);
}
}
FullyConnectedLayer.prototype.link = function(other) {
var otherNodes = other.nodes;
var self = this;
this.nodes.forEach(function(node) {
otherNodes.forEach(function(otherNode) {
self.links.push(createLink(node, otherNode));
});
});
}
FullyConnectedLayer.prototype.draw = function(paper) {
if (this.nodes) {
this.nodes.forEach(function(node) {
node.draw(paper);
});
}
}
/*global Raphael:true*/
(function() {
if (Raphael.vml) {
Raphael.el.strokeLinearGradient = function() {
// not supporting VML yet
return this; // maintain chainability
};
} else {
var setAttr = function(el, attr) {
var key;
if (attr) {
for (key in attr) {
if (attr.hasOwnProperty(key)) {
el.setAttribute(key, attr[key]);
}
}
} else {
return document.createElementNS("http://www.w3.org/2000/svg", el);
}
return null;
};
var defLinearGrad = function(defId, stops) {
var def = setAttr("linearGradient");
var i, l;
def.id = defId;
for (i = 0, l = stops.length; i < l; i += 1) {
var stopEle = setAttr("stop");
var stop = stops[i];
setAttr(stopEle, stop);
def.appendChild(stopEle);
}
return def;
};
Raphael.el.strokeLinearGradient = function(defId, width, stops) {
if (stops) {
this.paper.defs.appendChild(defLinearGrad(defId, stops));
}
setAttr(this.node, {
"stroke": "url(#" + defId + ")",
"stroke-width": width
});
return this; // maintain chainability
};
Raphael.st.strokeLinearGradient = function(defId, width, stops) {
return this.forEach(function(el) {
el.strokeLinearGradient(defId, width, stops);
});
};
Raphael.fn.defineLinearGradient = function(defId, stops) {
this.defs.appendChild(defLinearGrad(defId, stops));
};
}
}());
/*! jQuery v2.1.1 | (c) 2005, 2014 jQuery Foundation, Inc. | jquery.org/license */
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(function(){
let Maxout = {};
Raphael.fn.arrow = function(x1, y1, x2, y2, size) {
var angle = Raphael.angle(x1, y1, x2, y2);
var a45 = Raphael.rad(angle-45);
var a45m = Raphael.rad(angle+45);
var a135 = Raphael.rad(angle-135);
var a135m = Raphael.rad(angle+135);
var x1a = x1 + Math.cos(a135) * size;
var y1a = y1 + Math.sin(a135) * size;
var x1b = x1 + Math.cos(a135m) * size;
var y1b = y1 + Math.sin(a135m) * size;
var x2a = x2 + Math.cos(a45) * size;
var y2a = y2 + Math.sin(a45) * size;
var x2b = x2 + Math.cos(a45m) * size;
var y2b = y2 + Math.sin(a45m) * size;
return this.path(
// "M"+x1+" "+y1+"L"+x1a+" "+y1a+
// "M"+x1+" "+y1+"L"+x1b+" "+y1b+
"M"+x1+" "+y1+"L"+x2+" "+y2+
"M"+x2+" "+y2+"L"+x2a+" "+y2a+
"M"+x2+" "+y2+"L"+x2b+" "+y2b
);
};
Maxout.net0 = function() {
var svgWidth = 700;
var svgHeight = 260;
var raphael = Raphael("svg-container-0", '100%', '100%');
raphael.setViewBox(0, 0, svgWidth, svgHeight, true);
//$("#svg-container").css("padding-bottom", ((svgHeight/svgWidth)*100) + "%")
var black = "rgb(0,0,0)";
var green = "rgb(0,255,0)";
var blue = "rgb(0,0,255)"
var grey = "rgb(180,180,180)";
var darkGrey = "rgb(100,100,100)";
var numMaxoutUnits = 5;
var net = new Net(raphael);
var neuronRadius = 5;
var inLayer = new FullyConnectedLayer(new NetNode(100, 70, neuronRadius, 0, black), numMaxoutUnits, 30);
var fcLayer1 = new FullyConnectedLayer(new NetNode(200, 110, neuronRadius, 0, green), numMaxoutUnits, 30);
var fcLayer2 = new FullyConnectedLayer(new NetNode(250, 70, neuronRadius, 0, green), numMaxoutUnits, 30);
var fcLayer3 = new FullyConnectedLayer(new NetNode(300, 30, neuronRadius, 0, green), numMaxoutUnits, 30);
var maxLayer = new FullyConnectedLayer(new NetNode(400, 70, neuronRadius, 0, blue), numMaxoutUnits, 30);
inLayer.link(fcLayer1);
inLayer.link(fcLayer2);
inLayer.link(fcLayer3);
net.addLayer(inLayer).addLayer(fcLayer1).addLayer(fcLayer2).addLayer(fcLayer3).addLayer(maxLayer);
for(var i = 0; i < maxLayer.nodes.length; i++) {
net.link(i + 4*numMaxoutUnits, i + numMaxoutUnits);
net.link(i + 4*numMaxoutUnits, i + 2*numMaxoutUnits);
net.link(i + 4*numMaxoutUnits, i + 3*numMaxoutUnits);
}
var bias = new FullyConnectedLayer(new NetNode(100, 220, neuronRadius, 0, grey), 1, 0);
bias.link(fcLayer1);
bias.link(fcLayer2);
bias.link(fcLayer3);
net.addLayer(bias);
var inputNeuronIndexes = Array.apply(null, Array(numMaxoutUnits)).map(function (_, i) {return i;});
var fcNeuronIndexes = Array.apply(null, Array(3*numMaxoutUnits)).map(function (_, i) {return i+numMaxoutUnits;});
var maxPoolNeuronIndexes = Array.apply(null, Array(numMaxoutUnits)).map(function (_, i) {return i+4*numMaxoutUnits;});
var biasIndexes = [5*numMaxoutUnits]
// draw
net.draw(raphael);
Array.apply(null, Array(numMaxoutUnits)).map(function (_, i) {return i+3*numMaxoutUnits;}).forEach(function(idx) {
net.nodes[idx].nodeView.toBack();
});
// indexes
var dArrow = raphael.arrow(80, 70, 80, 190, 3).toBack();
dArrow.attr({"stroke": darkGrey});
var textD = raphael.text(70, 80, "d");
textD.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": darkGrey });
var kArrow = raphael.arrow(200, 250, 300, 170, 3).toBack();
kArrow.attr({"stroke": darkGrey});
var textK = raphael.text(230, 240, "k");
textK.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": darkGrey });
var mArrow = raphael.arrow(320, 30, 320, 150, 3).toBack();
mArrow.attr({"stroke": darkGrey});
var textM = raphael.text(330, 40, "m");
textM.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": darkGrey });
var mArrow = raphael.arrow(420, 70, 420, 190, 3).toBack();
mArrow.attr({"stroke": darkGrey});
var textM = raphael.text(430, 80, "m");
textM.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": darkGrey });
var textX = raphael.text(100, 50, "x");
textX.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textZ = raphael.text(300, 10, "z");
textZ.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textH = raphael.text(400, 50, "h");
textH.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textX = raphael.text(560, 20, "Input Units");
textX.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif" });
var textFC = raphael.text(600, 40, "Fully-connected Units");
textFC.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": green });
var textFC = raphael.text(587, 60, "Max-pooling Units");
textFC.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": blue });
var textBias = raphael.text(538, 80, "Bias");
textBias.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": grey });
var inputNeuronExample = new NetNode(500, 20, neuronRadius, 0, black);
inputNeuronExample.draw(raphael);
var fcNeuronExample = new NetNode(500, 40, neuronRadius, 0, green);
fcNeuronExample.draw(raphael);
var maxPoolNeuronExample = new NetNode(500, 60, neuronRadius, 0, blue);
maxPoolNeuronExample.draw(raphael);
var biasExample = new NetNode(500, 80, neuronRadius, 0, grey);
biasExample.draw(raphael);
inputNeuronExample.nodeView.mouseover(function() {
inputNeuronExample.highlight();
net.highlight(inputNeuronIndexes);
});
inputNeuronExample.nodeView.mouseout(function() {
inputNeuronExample.unhighlight();
net.unhighlight(inputNeuronIndexes);
});
fcNeuronExample.nodeView.mouseover(function() {
fcNeuronExample.highlight();
net.highlight(fcNeuronIndexes);
});
fcNeuronExample.nodeView.mouseout(function() {
fcNeuronExample.unhighlight();
net.unhighlight(fcNeuronIndexes);
});
maxPoolNeuronExample.nodeView.mouseover(function() {
maxPoolNeuronExample.highlight();
net.highlight(maxPoolNeuronIndexes);
});
maxPoolNeuronExample.nodeView.mouseout(function() {
maxPoolNeuronExample.unhighlight();
net.unhighlight(maxPoolNeuronIndexes);
});
biasExample.nodeView.mouseover(function() {
biasExample.highlight();
net.highlight(biasIndexes);
});
biasExample.nodeView.mouseout(function() {
biasExample.unhighlight();
net.unhighlight(biasIndexes);
});
}
Maxout.net1 = function() {
var svgWidth = 700;
var svgHeight = 160;
var raphael = Raphael("svg-container-1", '100%', '100%');
raphael.setViewBox(0, 0, svgWidth, svgHeight, true);
//$("#svg-container").css("padding-bottom", ((svgHeight/svgWidth)*100) + "%")
var black = "rgb(0,0,0)";
var grey = "rgb(180,180,180)";
var green = "rgb(0,255,0)";
var blue = "rgb(0,0,255)"
var net = new Net(raphael);
var neuronRadius = 5;
var inLayer = new FullyConnectedLayer(new NetNode(100, 70, neuronRadius, 0, black), 1, 20);
var fcLayer1 = new FullyConnectedLayer(new NetNode(200, 110, neuronRadius, 0, green), 1, 20);
var fcLayer2 = new FullyConnectedLayer(new NetNode(250, 70, neuronRadius, 0, green), 1, 20);
var fcLayer3 = new FullyConnectedLayer(new NetNode(300, 30, neuronRadius, 0, green), 1, 20);
var maxLayer = new FullyConnectedLayer(new NetNode(400, 70, neuronRadius, 0, blue), 1, 20);
inLayer.link(fcLayer1);
inLayer.link(fcLayer2);
inLayer.link(fcLayer3);
net.addLayer(inLayer).addLayer(fcLayer1).addLayer(fcLayer2).addLayer(fcLayer3).addLayer(maxLayer);
for(var i = 0; i < maxLayer.nodes.length; i++) {
net.link(i + 4, i + 1);
net.link(i + 4, i + 2);
net.link(i + 4, i + 3);
}
var bias = new FullyConnectedLayer(new NetNode(100, 100, neuronRadius, 0, grey), 1, 0);
bias.link(fcLayer1);
bias.link(fcLayer2);
bias.link(fcLayer3);
net.addLayer(bias);
var inputNeuronIndexes = [0];
var fcNeuronIndexes = [1,2,3]
var maxPoolNeuronIndexes = [4];
var biasIndexes = [5];
// draw
net.draw(raphael);
var textX = raphael.text(100, 50, "x");
textX.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textZ = raphael.text(300, 10, "z");
textZ.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textH = raphael.text(400, 50, "h");
textH.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": black });
var textX = raphael.text(560, 20, "Input Units");
textX.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif" });
var textFC = raphael.text(600, 40, "Fully-connected Units");
textFC.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": green });
var textFC = raphael.text(587, 60, "Max-pooling Units");
textFC.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": blue });
var textBias = raphael.text(538, 80, "Bias");
textBias.attr({ "font-size": 16, "font-family": "Arial, Helvetica, sans-serif", "fill": grey });
var inputNeuronExample = new NetNode(500, 20, neuronRadius, 0, black);
inputNeuronExample.draw(raphael);
var fcNeuronExample = new NetNode(500, 40, neuronRadius, 0, green);
fcNeuronExample.draw(raphael);
var maxPoolNeuronExample = new NetNode(500, 60, neuronRadius, 0, blue);
maxPoolNeuronExample.draw(raphael);
var biasExample = new NetNode(500, 80, neuronRadius, 0, grey);
biasExample.draw(raphael);
inputNeuronExample.nodeView.mouseover(function() {
inputNeuronExample.highlight();
net.highlight(inputNeuronIndexes);
});
inputNeuronExample.nodeView.mouseout(function() {
inputNeuronExample.unhighlight();
net.unhighlight(inputNeuronIndexes);
});
fcNeuronExample.nodeView.mouseover(function() {
fcNeuronExample.highlight();
net.highlight(fcNeuronIndexes);
});
fcNeuronExample.nodeView.mouseout(function() {
fcNeuronExample.unhighlight();
net.unhighlight(fcNeuronIndexes);
});
maxPoolNeuronExample.nodeView.mouseover(function() {
maxPoolNeuronExample.highlight();
net.highlight(maxPoolNeuronIndexes);
});
maxPoolNeuronExample.nodeView.mouseout(function() {
maxPoolNeuronExample.unhighlight();
net.unhighlight(maxPoolNeuronIndexes);
});
biasExample.nodeView.mouseover(function() {
biasExample.highlight();
net.highlight(biasIndexes);
});
biasExample.nodeView.mouseout(function() {
biasExample.unhighlight();
net.unhighlight(biasIndexes);
});
}
var root = this;
// AMD Loader
if (typeof define === 'function' && define.amd) {
define(function () {
'use strict';
return Maxout;
});
// CommonJS/nodeJS Loader
} else if (typeof module !== 'undefined' && module.exports) {
module.exports = Maxout;
// Regular Browser loader
} else {
root.Maxout = Maxout;
}
}).call(this);