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LeNet.html
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<!doctype html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-119008715-1"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-119008715-1');
</script>
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta http-equiv="Content-Type" content="text/html;charset=utf-8"/>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css" integrity="sha384-Gn5384xqQ1aoWXA+058RXPxPg6fy4IWvTNh0E263XmFcJlSAwiGgFAW/dAiS6JXm" crossorigin="anonymous">
<link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet">
<style type="text/css">
* { font-weight: 100; }
h1 { font-weight: 100; }
#graph-container {
top: 0;
bottom: 0;
left: 0;
right: 0;
position: fixed;
}
.nn-picker {
width: 410px;
margin: 30px;
z-index: 1000;
}
[data-toggle="collapse"] .fa:before {
font-size: 2rem;
color: black;
content: "\f106";
position: relative;
top: 5px;
}
.fa {
transition: 0.3s transform ease-in-out;
}
.collapsed .fa {
transform: rotate(-180deg);
}
.tab-content {
padding: 20px;
}
input[type="range"] {
margin-left: 10px;
}
#count {
position: fixed;
bottom: 0;
right: 1rem;
opacity: 0.4;
font-weight: 100;
}
.text {
font-weight: 300;
}
</style>
<title>NN SVG</title>
</head>
<body>
<div id="graph-container"></div>
<div class="container-fluid">
<div class="row">
<div class="nn-picker">
<div class="card">
<div class="card-header">
<a class="pull-right" data-toggle="collapse" href="#collapsable" role="button"><i class="fa"></i></a>
<h1>NN-SVG</h1>
<p>Publication-ready NN-architecture schematics. <a id="download" href="#">Download SVG</a></p>
<nav>
<div class="nav nav-tabs card-header-tabs" role="tablist">
<a class="nav-item nav-link" href="index.html">FCNN style</a>
<a class="nav-item nav-link active">LeNet style</a>
<a class="nav-item nav-link" href="AlexNet.html">AlexNet style</a>
</div>
</nav>
</div>
<div class="tab-content collapse show" id="collapsable">
<div class="tab-pane fade show active" id="LeNet" role="tabpanel">
<h4>Style:</h4>
<div>
<input type="color" value="#e0e0e0" id="color1">
<label for="color1">Color 1</label>
</div>
<div>
<input type="color" value="#a0a0a0" id="color2">
<label for="color2">Color 2</label>
</div>
<div>
<label for="rectOpacity">Filter Opacity</label>
<input type="range" id="rectOpacity" name="" min="0.2" max="1" step="0.01" value="0.9" style="position: relative; top: 3px;">
</div>
<div>
<label for="borderWidth">Border Width</label>
<input type="range" id="borderWidth" name="" min="0.01" max="3" step="0.01" value="1" style="position: relative; top: 3px;">
</div>
<div>
<label for="betweenSquares">Spacing Between Filters</label>
<input type="range" id="betweenSquares" name="" min="1" max="40" step="1" value="10" style="position: relative; top: 3px;">
</div>
<div>
<input type="checkbox" id="showLabels" name="showLabels" value="showLabels" checked>
<label for="showLabels">Show Layer Labels</label>
</div>
<hr>
<h4>Architecture:</h4>
<div id="architecture">
<p># Feature-Maps | fMap Size | Filter Size</p>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-10">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="numberOfSquares" step="1" value="8" />
<input type="number" class="form-control" name="squareWidth" step="1" value="128" />
<input type="number" class="form-control" name="stride" step="1" value="8" />
</div>
<div class="input-group mb-2 mr-sm-2 col-10">
<label for="Op" style="width: 36px;padding: 4px;">Op: </label>
<input type="text" class="form-control" name="Op" step="1" value="Max-Pool" />
<input type="range" class="form-control" name="spacing" min="-100" max="100" step="1" value="40" style="margin-left: 10px !important;">
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-10">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="numberOfSquares" step="1" value="8" />
<input type="number" class="form-control" name="squareWidth" step="1" value="64" />
<input type="number" class="form-control" name="stride" step="1" value="16" />
</div>
<div class="input-group mb-2 mr-sm-2 col-10">
<label for="Op" style="width: 36px;padding: 4px;">Op: </label>
<input type="text" class="form-control" name="Op" step="1" value="Convolution" />
<input type="range" class="form-control" name="spacing" min="-100" max="100" step="1" value="10" style="margin-left: 10px !important;">
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-10">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="numberOfSquares" step="1" value="24" />
<input type="number" class="form-control" name="squareWidth" step="1" value="48" />
<input type="number" class="form-control" name="stride" step="1" value="8" />
</div>
<div class="input-group mb-2 mr-sm-2 col-10">
<label for="Op" style="width: 36px;padding: 4px;">Op: </label>
<input type="text" class="form-control" name="Op" step="1" value="Max-Pool" />
<input type="range" class="form-control" name="spacing" min="-100" max="100" step="1" value="-20" style="margin-left: 10px !important;">
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-10">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="numberOfSquares" step="1" value="24" />
<input type="number" class="form-control" name="squareWidth" step="1" value="16" />
<input type="number" class="form-control" name="stride" step="1" value="8" />
</div>
<div class="input-group mb-2 mr-sm-2 col-10">
<label for="Op" style="width: 36px;padding: 4px;">Op: </label>
<input type="text" class="form-control" name="Op" step="1" value="Dense" />
<input type="range" class="form-control" name="spacing" min="-100" max="100" step="1" value="-20" style="margin-left: 10px !important;">
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-10">
<button class="btn btn-primary btn-add input-group-prepend"><span class="fa fa-plus"></span></button>
<input type="number" class="form-control" name="numberOfSquares" step="1"/>
<input type="number" class="form-control" name="squareWidth" step="1"/>
<input type="number" class="form-control" name="stride" step="1"/>
</div>
<div class="input-group mb-2 mr-sm-2 col-10">
<label for="Op" style="width: 36px;padding: 4px;">Op: </label>
<input type="text" class="form-control" name="Op" step="1" value="" />
<input type="range" class="form-control" name="spacing" min="-100" max="100" step="1" value="10" style="margin-left: 10px !important;">
</div>
</div>
</div>
<hr>
<div id="architecture2">
<p>Vector Length</p>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-5">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="vectorLength" step="1" value="256" />
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-5">
<button class="btn btn-secondary btn-remove input-group-prepend"><span class="fa fa-minus"></span></button>
<input type="number" class="form-control" name="vectorLength" step="1" value="128" />
</div>
</div>
<div class="row entry">
<div class="input-group mb-2 mr-sm-2 col-5">
<button class="btn btn-primary btn-add input-group-prepend"><span class="fa fa-plus"></span></button>
<input type="number" class="form-control" name="vectorLength" step="1"/>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div id="count"><a style="font-size: 1rem" href="about.html">About</a></div>
<script src="https://code.jquery.com/jquery-3.2.1.slim.min.js" integrity="sha384-KJ3o2DKtIkvYIK3UENzmM7KCkRr/rE9/Qpg6aAZGJwFDMVNA/GpGFF93hXpG5KkN" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.12.9/umd/popper.min.js" integrity="sha384-ApNbgh9B+Y1QKtv3Rn7W3mgPxhU9K/ScQsAP7hUibX39j7fakFPskvXusvfa0b4Q" crossorigin="anonymous"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/js/bootstrap.min.js" integrity="sha384-JZR6Spejh4U02d8jOt6vLEHfe/JQGiRRSQQxSfFWpi1MquVdAyjUar5+76PVCmYl" crossorigin="anonymous"></script>
<script type="text/javascript" src="https://d3js.org/d3.v5.min.js"></script>
<script type="text/javascript">
/////////////////////////////////////////////////////////////////////////////
/////// Helper Functions ///////
/////////////////////////////////////////////////////////////////////////////
let range = n => [...Array(n).keys()];
let nWise = (n, array) => {
iterators = Array(n).fill().map(() => array[Symbol.iterator]());
iterators.forEach((it, index) => Array(index).fill().forEach(() => it.next()));
return Array(array.length - n + 1).fill().map(() => (iterators.map(it => it.next().value)));
};
let pairWise = (array) => nWise(2, array);
function flatten(array) {
return array.reduce(function (flat, toFlatten) {
return flat.concat(Array.isArray(toFlatten) ? flatten(toFlatten) : toFlatten);
}, []);
}
function isNumber(n) {
return !isNaN(parseFloat(n)) && isFinite(n);
}
let rand = (min, max) => Math.random() * (max - min) + min;
Array.prototype.last = function() { return this[this.length - 1]; };
/////////////////////////////////////////////////////////////////////////////
/////// Variables ///////
/////////////////////////////////////////////////////////////////////////////
var w = window.innerWidth;
var h = window.innerHeight;
var svg = d3.select("#graph-container").append("svg").attr("xmlns", "http://www.w3.org/2000/svg");
var g = svg.append("g");
svg.style("cursor", "move");
var color1 = '#e0e0e0';
var color2 = '#a0a0a0';
var borderWidth = 1.0;
var borderColor = "black";
var rectOpacity = 0.8;
var betweenSquares = 8;
var betweenLayers = [];
var betweenLayersDefault = 12;
// numberOfSquares, squareWidth, stride.
var architecture = [];
var lenet = {};
var layer_offsets = [];
var largest_layer_width = 0;
var showLabels = true;
let textFn = (layer) => (typeof(layer) === "object" ? layer['numberOfSquares']+'@'+layer['squareWidth']+'x'+layer['squareWidth'] : "1x"+layer)
var rect = g.selectAll(".rect");
var conv = g.selectAll(".conv");
var link = g.selectAll(".link");
var poly = g.selectAll(".poly");
var line = g.selectAll(".line");
var text = g.selectAll(".text");
var info = g.selectAll(".info");
/////////////////////////////////////////////////////////////////////////////
/////// Draw Graph ///////
/////////////////////////////////////////////////////////////////////////////
function restart() {
architecture = $('#architecture').find('input[type="number"]').map((i,el) => $(el).val()).get().filter(input => $.isNumeric(input)).map(s => parseInt(s));
architecture = range(architecture.length / 3).map(i => architecture.slice(3*i, 3*i+3)).map((l) => {return {'numberOfSquares':l[0],'squareWidth':l[1],'stride':l[2]}});
lenet.rects = architecture.map((layer, layer_index) => range(layer['numberOfSquares']).map(rect_index => {return {'id':layer_index+'_'+rect_index,'layer':layer_index,'rect_index':rect_index,'side':layer['squareWidth']}}));
lenet.rects = flatten(lenet.rects);
lenet.convs = architecture.map((layer, layer_index) => Object.assign({'id':'conv_'+layer_index,'layer':layer_index}, layer)); lenet.convs.pop();
lenet.convs = lenet.convs.map(conv => Object.assign({'x_rel':rand(0.1, 0.9),'y_rel':rand(0.1, 0.9)}, conv))
lenet.conv_links = lenet.convs.map(conv => {return [Object.assign({'id':'link_'+conv['layer']+'_0','i':0},conv), Object.assign({'id':'link_'+conv['layer']+'_1','i':1},conv)]});
lenet.conv_links = flatten(lenet.conv_links);
architecture2 = $('#architecture2').find('input').map((i,el) => $(el).val()).get().filter(input => $.isNumeric(input)).map(s => parseInt(s));
lenet.fc_layers = architecture2.map((size, fc_layer_index) => {return {'id': 'fc_'+fc_layer_index, 'layer':fc_layer_index+architecture.length, 'size':size/Math.sqrt(2)}});
lenet.fc_links = lenet.fc_layers.map(fc => { return [Object.assign({'id':'link_'+fc['layer']+'_0','i':0,'prevSize':10},fc), Object.assign({'id':'link_'+fc['layer']+'_1','i':1,'prevSize':10},fc)]});
lenet.fc_links = flatten(lenet.fc_links);
lenet.fc_links[0]['prevSize'] = 0; // hacks
lenet.fc_links[1]['prevSize'] = lenet.rects.last()['side']; // hacks
label = $('#architecture').find('input[type="text"]').map((i,el) => $(el).val()).get().map((op, i) => {return {'id':'op_'+i, 'layer':i, 'op':op}})
.concat(architecture2.map((op, i) => { return {'id':'op_'+i+architecture.length,'layer':i+architecture.length,'op':'Dense'}})); label.pop();
label2 = architecture.map((layer, layer_index) => { return {'id':'data_'+layer_index+'_label','layer':layer_index,'text':textFn(layer)}})
.concat(architecture2.map((layer, layer_index) => { return {'id':'data_'+layer_index+architecture.length+'_label','layer':layer_index+architecture.length,'text':textFn(layer)}}) );
rect = rect.data(lenet.rects);
rect.exit().remove();
rect = rect.enter()
.append("rect")
.attr("class", "rect")
.attr("id", function(d) { return d.id; })
.attr("width", function(d) { return d.side; })
.attr("height", function(d) { return d.side; })
.style("fill", function(d) { return d.rect_index % 2 ? color1 : color2})
.style("stroke", borderColor)
.style("stroke-width", borderWidth)
.style("opacity", rectOpacity)
.merge(rect);
conv = conv.data(lenet.convs);
conv.exit().remove();
conv = conv.enter()
.append("rect")
.attr("class", "conv")
.attr("id", function(d) { return d.id; })
.attr("width", function(d) { return d.stride; })
.attr("height", function(d) { return d.stride; })
.style("fill-opacity", 0)
.style("stroke", borderColor)
.style("stroke-width", borderWidth)
.style("stroke-opacity", rectOpacity)
.merge(conv);
link = link.data(lenet.conv_links);
link.exit().remove();
link = link.enter()
.append("line")
.attr("class", "link")
.attr("id", function(d) { return d.id; })
.style("stroke", borderColor)
.style("stroke-width", borderWidth / 2)
.style("stroke-opacity", rectOpacity)
.merge(link);
poly = poly.data(lenet.fc_layers);
poly.exit().remove();
poly = poly.enter()
.append("polygon")
.attr("class", "poly")
.attr("id", function(d) { return d.id; })
.style("fill", color1)
.style("stroke", borderColor)
.style("stroke-width", borderWidth)
.style("opacity", rectOpacity)
.merge(poly);
line = line.data(lenet.fc_links);
line.exit().remove();
line = line.enter()
.append("line")
.attr("class", "line")
.attr("id", function(d) { return d.id; })
.style("stroke", borderColor)
.style("stroke-width", borderWidth / 2)
.style("stroke-opacity", rectOpacity)
.merge(line);
text = text.data(label);
text.exit().remove();
text = text.enter()
.append("text")
.text(function (d) { return (showLabels ? d.op : ""); })
.attr("class", "text")
.attr("dy", ".35em")
.style("font-size", "16px")
.merge(text);
info = info.data(label2);
info = info.data(label2);
info.exit().remove();
info = info.enter()
.append("text")
.text(function (d) { return (showLabels ? d.text : ""); })
.attr("class", "info")
.attr("dy", "-0.3em")
.style("font-size", "16px")
.merge(info);
redistribute();
}
function redistribute() {
betweenLayers = $('#architecture').find('input[type="range"]').map((i,el) => $(el).val()).get().filter(input => $.isNumeric(input)).map(s => parseInt(s)); betweenLayers.pop();
layer_widths = architecture.map((layer, i) => (layer['numberOfSquares']-1) * betweenSquares + layer['squareWidth']);
layer_widths = layer_widths.concat(lenet.fc_layers.map((layer, i) => layer['size']));
largest_layer_width = Math.max(...layer_widths);
layer_x_offsets = layer_widths.reduce((offsets, layer_width, i) => offsets.concat([offsets.last() + layer_width + (betweenLayers[i] || betweenLayersDefault) ]), [0]);
layer_y_offsets = layer_widths.map(layer_width => (largest_layer_width - layer_width) / 2);
screen_center_x = w/2 - architecture.length * largest_layer_width/2;
screen_center_y = h/2 - largest_layer_width/2;
let x = (layer, node_index) => layer_x_offsets[layer] + (node_index * betweenSquares) + screen_center_x;
let y = (layer, node_index) => layer_y_offsets[layer] + (node_index * betweenSquares) + screen_center_y;
rect.attr('x', function(d) { return x(d.layer, d.rect_index); })
.attr('y', function(d) { return y(d.layer, d.rect_index); });
let xc = (d) => (layer_x_offsets[d.layer]) + ((d['numberOfSquares']-1) * betweenSquares) + (d['x_rel'] * (d['squareWidth'] - d['stride'])) + screen_center_x;
let yc = (d) => (layer_y_offsets[d.layer]) + ((d['numberOfSquares']-1) * betweenSquares) + (d['y_rel'] * (d['squareWidth'] - d['stride'])) + screen_center_y;
conv.attr('x', function(d) { return xc(d); })
.attr('y', function(d) { return yc(d); });
link.attr("x1", function(d) { return xc(d) + d['stride']; })
.attr("y1", function(d) { return yc(d) + (d.i ? 0 : d['stride']); })
.attr("x2", function(d) { return (layer_x_offsets[d.layer+1]) + ((architecture[d.layer+1]['numberOfSquares']-1) * betweenSquares) + architecture[d.layer+1]['squareWidth'] * d.x_rel + screen_center_x })
.attr("y2", function(d) { return (layer_y_offsets[d.layer+1]) + ((architecture[d.layer+1]['numberOfSquares']-1) * betweenSquares) + architecture[d.layer+1]['squareWidth'] * d.y_rel + screen_center_y });
poly.attr("points", function(d) {
return ((layer_x_offsets[d.layer]+screen_center_x) +','+(layer_y_offsets[d.layer]+screen_center_y)+
' '+(layer_x_offsets[d.layer]+screen_center_x+10) +','+(layer_y_offsets[d.layer]+screen_center_y)+
' '+(layer_x_offsets[d.layer]+screen_center_x+d.size+10) +','+(layer_y_offsets[d.layer]+screen_center_y+d.size)+
' '+(layer_x_offsets[d.layer]+screen_center_x+d.size) +','+(layer_y_offsets[d.layer]+screen_center_y+d.size));
});
line.attr("x1", function(d) { return layer_x_offsets[d.layer-1] + (d.i ? 0 : layer_widths[d.layer-1]) + d.prevSize + screen_center_x})
.attr("y1", function(d) { return layer_y_offsets[d.layer-1] + (d.i ? 0 : layer_widths[d.layer-1]) + screen_center_y})
.attr("x2", function(d) { return layer_x_offsets[d.layer] + (d.i ? 0 : d.size) + screen_center_x})
.attr("y2", function(d) { return layer_y_offsets[d.layer] + (d.i ? 0 : d.size) + screen_center_y});
text.attr('x', function(d) { return (layer_x_offsets[d.layer] + layer_widths[d.layer] + layer_x_offsets[d.layer+1] + layer_widths[d.layer+1]/2)/2 + screen_center_x -15; })
.attr('y', function(d) { return layer_y_offsets[0] + screen_center_y + largest_layer_width; });
info.attr('x', function(d) { return layer_x_offsets[d.layer] + screen_center_x; })
.attr('y', function(d) { return layer_y_offsets[d.layer] + screen_center_y - 15; });
}
restart();
/////////////////////////////////////////////////////////////////////////////
/////// Zoom ///////
/////////////////////////////////////////////////////////////////////////////
svg.call(d3.zoom()
.scaleExtent([1 / 2, 8])
.on("zoom", zoomed));
function zoomed() { g.attr("transform", d3.event.transform); }
/////////////////////////////////////////////////////////////////////////////
/////// Resize ///////
/////////////////////////////////////////////////////////////////////////////
function resize() {
w = window.innerWidth;
h = window.innerHeight;
svg.attr("width", w).attr("height", h);
}
d3.select(window).on("resize", resize)
resize();
/////////////////////////////////////////////////////////////////////////////
/////// Select Styling ///////
/////////////////////////////////////////////////////////////////////////////
$("#color1").change(function() {
color1 = this.value;
});
$("#color2").change(function() {
color2 = this.value;
});
$("#borderWidth").change(function() {
borderWidth = parseFloat(this.value);
});
$("#rectOpacity").change(function() {
rectOpacity = parseFloat(this.value);
});
$("#betweenSquares").change(function() {
betweenSquares = parseFloat(this.value);
redistribute();
});
$("#showLabels").change(function() {
showLabels = this.checked;
text.text(function (d) { return (showLabels ? d.op : ""); });
info.text(function (d) { return (showLabels ? d.text : ""); });
});
$("input[name='spacing']").change(function() {
redistribute();
});
/////////////////////////////////////////////////////////////////////////////
/////// Select Architecture ///////
/////////////////////////////////////////////////////////////////////////////
$(document).on('click', '#architecture .btn-add', function(e) {
e.preventDefault();
var controlForm = $('#architecture');
var currentEntry = $(this).parents('.entry:first');
var newEntry = $(currentEntry.clone()).appendTo(controlForm);
newEntry.find('input').val('');
controlForm.find('.entry:not(:last) .btn-add')
.removeClass('btn-add').addClass('btn-remove')
.removeClass('btn-primary').addClass('btn-secondary')
.html('<span class="fa fa-minus"></span>');
restart();
}).on('click', '#architecture .btn-remove', function(e) {
e.preventDefault();
$(this).parents('.entry:first').remove();
restartAll();
return false;
}).on('click', '#architecture2 .btn-add', function(e) {
e.preventDefault();
var controlForm = $('#architecture2');
var currentEntry = $(this).parents('.entry:first');
var newEntry = $(currentEntry.clone()).appendTo(controlForm);
newEntry.find('input').val('');
controlForm.find('.entry:not(:last) .btn-add')
.removeClass('btn-add').addClass('btn-remove')
.removeClass('btn-primary').addClass('btn-secondary')
.html('<span class="fa fa-minus"></span>');
restart();
}).on('click', '#architecture2 .btn-remove', function(e) {
e.preventDefault();
$(this).parents('.entry:first').remove();
restartAll();
return false;
}).on('change', 'input[type="number"]', function(e) {
e.preventDefault();
restartAll();
}).on('change', 'input[type="text"]', function(e) {
e.preventDefault();
restartAll();
});
function restartAll() {
rect = rect.data([]);
rect.exit().remove();
conv = conv.data([]);
conv.exit().remove();
link = link.data([]);
link.exit().remove();
poly = poly.data([]);
poly.exit().remove();
line = line.data([]);
line.exit().remove();
text = text.data([]);
text.exit().remove();
info = info.data([]);
info.exit().remove();
restart();
}
d3.select("#download").on("click", function() {
ga('send', 'event', 'downloadSVG', 'LeNet');
d3.select(this)
.attr("href", 'data:application/octet-stream;base64,' + btoa(d3.select("#graph-container").html()))
.attr("download", "nn.svg")
})
</script>
</body>
</html>