Firefox 的 D3 强制布局性能缓慢
Slow performance in Firefox for D3 force layout
我使用 D3 创建了力布局(见下图)。然而,它在 Firefox 中运行非常缓慢,而在 Chrome 中运行得非常好。我正在使用本地服务器调试它并在 http://localhost:8888/ 浏览。这可能是由于 Firefox 控制台中的以下消息,但根据不太可能的评论。有人可以查明性能问题并给我提示如何解决吗?
mutating the [[Prototype]] of an object will cause your code to run very slowly; instead create the object with the correct initial [[Prototype]] value using Object.create
zip 中的数据和代码:https://www.dropbox.com/s/ksh2qk1b5s9lfq5/Network%20View.zip?dl=0
可视化:
Index.html
<!DOCTYPE html>
<meta charset="utf-8">
<style>
.legend {
font-size: 10px;
}
rect {
stroke-width: 2;
}
.node circle {
stroke: white;
stroke-width: 2px;
opacity: 1.0;
}
line {
stroke-width: 4px;
stroke-opacity: 1.0;
//stroke: "black";
}
body {
/* Scaling for different browsers */
-ms-transform: scale(1,1);
-webkit-transform: scale(1,1);
transform: scale(1,1);
}
svg{
position:absolute;
top:50%;
left:0px;
}
</style>
<body>
<script type="text/javascript" src="d3.js"></script>
<script type="text/javascript" src="papaparse.js"></script>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="networkview.js"></script>
</body>
networkview.js
var line_diff = 0.5; // increase from zero if you want space between the call/text lines
var mark_offset = 10; // how many percent of the mark lines in each end are not used for the relationship between incoming/outgoing?
var mark_size = 5; // size of the mark on the line
var legendRectSize = 9; // 18
var legendSpacing = 4; // 4
var recordTypes = [];
var legend;
var text_links_data, call_links_data;
// colors for the different parts of the visualization
recordTypes.push({
text : "call",
color : "#438DCA"
});
recordTypes.push({
text : "text",
color : "#70C05A"
});
recordTypes.push({
text : "balance",
color : "#245A76"
});
// Function for grabbing a specific property from an array
pluck = function (ary, prop) {
return ary.map(function (x) {
return x[prop]
});
}
// Sums an array
sum = function (ary) {
return ary.reduce(function (a, b) {
return a + b
}, 0);
}
maxArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.max(a, b)
}, -Infinity);
}
minArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.min(a, b)
}, Infinity);
}
var data_links;
var data_nodes;
var results = Papa.parse("links.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_links = results.data;
dataLoaded();
}
});
var results = Papa.parse("nodes.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_nodes = results.data;
data_nodes.forEach(function (d, i) {
d.size = (i == 0)? 200 : 30
d.fill = (d.no_network_info == 1)? "#dfdfdf": "#a8a8a8"
});
dataLoaded();
}
});
function node_radius(d) {
return Math.pow(40.0 * ((d.index == 0) ? 200 : 30), 1 / 3);
}
function node_radius_data(d) {
return Math.pow(40.0 * d.size, 1 / 3);
}
function dataLoaded() {
if (typeof data_nodes === "undefined" || typeof data_links === "undefined") {
//console.log("Still loading")
} else {
CreateVisualizationFromData();
}
}
function isConnectedToOtherThanMain(a) {
var connected = false;
for (i = 1; i < data_nodes.length; i++) {
if (isConnected(a, data_nodes[i]) && a.index != i) {
connected = true;
}
}
return connected;
}
function isConnected(a, b) {
return isConnectedAsTarget(a, b) || isConnectedAsSource(a, b) || a.index == b.index;
}
function isConnectedAsSource(a, b) {
return linkedByIndex[a.index + "," + b.index];
}
function isConnectedAsTarget(a, b) {
return linkedByIndex[b.index + "," + a.index];
}
function isEqual(a, b) {
return a.index == b.index;
}
function tick() {
if (call_links_data.length > 0) {
callLink
.attr("x1", function (d) {
return d.source.x - line_perpendicular_shift(d, 1)[0] + line_radius_shift_to_edge(d, 0)[0];
})
.attr("y1", function (d) {
return d.source.y - line_perpendicular_shift(d, 1)[1] + line_radius_shift_to_edge(d, 0)[1];
})
.attr("x2", function (d) {
return d.target.x - line_perpendicular_shift(d, 1)[0] + line_radius_shift_to_edge(d, 1)[0];
})
.attr("y2", function (d) {
return d.target.y - line_perpendicular_shift(d, 1)[1] + line_radius_shift_to_edge(d, 1)[1];
});
callLink.each(function (d) {
applyGradient(this, "call", d)
});
}
if (text_links_data.length > 0) {
textLink
.attr("x1", function (d) {
return d.source.x - line_perpendicular_shift(d, -1)[0] + line_radius_shift_to_edge(d, 0)[0];
})
.attr("y1", function (d) {
return d.source.y - line_perpendicular_shift(d, -1)[1] + line_radius_shift_to_edge(d, 0)[1];
})
.attr("x2", function (d) {
return d.target.x - line_perpendicular_shift(d, -1)[0] + line_radius_shift_to_edge(d, 1)[0];
})
.attr("y2", function (d) {
return d.target.y - line_perpendicular_shift(d, -1)[1] + line_radius_shift_to_edge(d, 1)[1];
});
textLink.each(function (d) {
applyGradient(this, "text", d)
});
node
.attr("transform", function (d) {
return "translate(" + d.x + "," + d.y + ")";
});
}
if (force.alpha() < 0.05)
drawLegend();
}
function getRandomInt() {
return Math.floor(Math.random() * (100000 - 0));
}
function applyGradient(line, interaction_type, d) {
var self = d3.select(line);
var current_gradient = self.style("stroke")
//current_gradient = current_gradient.substring(4, current_gradient.length - 1);
if (current_gradient.match("http")) {
var parts = current_gradient.split("/");
current_gradient = parts[-1];
} else {
current_gradient = current_gradient.substring(4, current_gradient.length - 1);
}
var new_gradient_id = "line-gradient" + getRandomInt();
var from = d.source.size < d.target.size ? d.source : d.target;
var to = d.source.size < d.target.size ? d.target : d.source;
var mid_offset = 0;
var standardColor = "";
if (interaction_type == "call") {
mid_offset = d.inc_calls / (d.inc_calls + d.out_calls);
standardColor = "#438DCA";
} else {
mid_offset = d.inc_texts / (d.inc_texts + d.out_texts);
standardColor = "#70C05A";
}
/* recordTypes_ID = pluck(recordTypes, 'text');
whichRecordType = recordTypes_ID.indexOf(interaction_type);
standardColor = recordTypes[whichRecordType].color;
*/
mid_offset = mid_offset * 100;
mid_offset = mid_offset * 0.6 + 20; // scale so it doesn't hit the ends
lineLengthCalculation = function (x, y, x0, y0) {
return Math.sqrt((x -= x0) * x + (y -= y0) * y);
};
lineLength = lineLengthCalculation(from.px, from.py, to.px, to.py);
if (lineLength >= 0.1) {
mark_size_percent = (mark_size / lineLength) * 100;
defs.append("linearGradient")
.attr("id", new_gradient_id)
.attr("gradientUnits", "userSpaceOnUse")
.attr("x1", from.px)
.attr("y1", from.py)
.attr("x2", to.px)
.attr("y2", to.py)
.selectAll("stop")
.data([{
offset : "0%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : "#245A76",
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : "#245A76",
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : "100%",
color : standardColor,
opacity : "1"
}
])
.enter().append("stop")
.attr("offset", function (d) {
return d.offset;
})
.attr("stop-color", function (d) {
return d.color;
})
.attr("stop-opacity", function (d) {
return d.opacity;
});
self.style("stroke", "url(#" + new_gradient_id + ")")
defs.select(current_gradient).remove();
}
}
var linkedByIndex;
var width = $(window).width();
var height = $(window).height();
var svg = d3.select("body").append("svg")
.attr("width", width)
.attr("height", height);
var force;
var callLink;
var textLink;
var link;
var node;
var defs;
var total_interactions = 0;
var max_interactions = 0;
function CreateVisualizationFromData() {
for (i = 0; i < data_links.length; i++) {
total_interactions += data_links[i].inc_calls + data_links[i].out_calls + data_links[i].inc_texts + data_links[i].out_texts;
max_interactions = Math.max(max_interactions, data_links[i].inc_calls + data_links[i].out_calls + data_links[i].inc_texts + data_links[i].out_texts)
}
linkedByIndex = {};
data_links.forEach(function (d) {
linkedByIndex[d.source + "," + d.target] = true;
//linkedByIndex[d.source.index + "," + d.target.index] = true;
});
//console.log(total_interactions);
//console.log(max_interactions);
function chargeForNode(d, i) {
// main node
if (i == 0) {
return -25000;
}
// contains other links
else if (isConnectedToOtherThanMain(d)) {
return -2000;
} else {
return -1200;
}
}
// initial placement of nodes prevents overlaps
central_x = width / 2
central_y = height / 2
data_nodes.forEach(function(d, i) {
if (i != 0) {
connected = isConnectedToOtherThanMain(d);
data_nodes[i].x = connected? central_x + 10000: central_x -10000;
data_nodes[i].y = connected? central_y: central_y;
}
else {data_nodes[i].x = central_x; data_nodes[i].y = central_y;}})
force = d3.layout.force()
.nodes(data_nodes)
.links(data_links)
.charge(function (d, i) {
return chargeForNode(d, i)
})
.friction(0.6) // 0.6
.gravity(0.4) // 0.6
.size([width, height])
.start();
call_links_data = data_links.filter(function(d) {
return (d.inc_calls + d.out_calls > 0)});
text_links_data = data_links.filter(function(d) {
return (d.inc_texts + d.out_texts > 0)});
callLink = svg.selectAll(".call-line")
.data(call_links_data)
.enter().append("line");
textLink = svg.selectAll(".text-line")
.data(text_links_data)
.enter().append("line");
link = svg.selectAll("line");
node = svg.selectAll(".node")
.data(data_nodes)
.enter().append("g")
.attr("class", "node");
defs = svg.append("defs");
node
.append("circle")
.attr("r", node_radius)
.style("fill", function (d) {
return (d.index == 0)? "#ffffff" : d.fill;
})
.style("stroke", function (d) {
return (d.index == 0)? "#8C8C8C" : "#ffffff";
})
svg
.append("marker")
.attr("id", "arrowhead")
.attr("refX", 6 + 7)
.attr("refY", 2)
.attr("markerWidth", 6)
.attr("markerHeight", 4)
.attr("orient", "auto")
.append("path")
.attr("d", "M 0,0 V 4 L6,2 Z");
if (text_links_data.length > 0) {
textLink
.style("stroke-width", function stroke(d) {
return text_width(d)
})
.each(function (d) {
applyGradient(this, "text", d)
});
}
if (call_links_data.length > 0) {
callLink
.style("stroke-width", function stroke(d) {
return call_width(d)
})
.each(function (d) {
applyGradient(this, "call", d)
});
}
force
.on("tick", tick);
}
function drawLegend() {
var node_px = pluck(data_nodes, 'px');
var node_py = pluck(data_nodes, 'py');
var nodeLayoutRight = Math.max(maxArray(node_px));
var nodeLayoutBottom = Math.max(maxArray(node_py));
legend = svg.selectAll('.legend')
.data(recordTypes)
.enter()
.append('g')
.attr('class', 'legend')
.attr('transform', function (d, i) {
var rect_height = legendRectSize + legendSpacing;
var offset = rect_height * (recordTypes.length-1);
var horz = nodeLayoutRight + 15; /* - 2*legendRectSize; */
var vert = nodeLayoutBottom + (i * rect_height) - offset;
return 'translate(' + horz + ',' + vert + ')';
});
legend.append('rect')
.attr('width', legendRectSize)
.attr('height', legendRectSize)
.style('fill', function (d) {
return d.color
})
.style('stroke', function (d) {
return d.color
});
legend.append('text')
.attr('x', legendRectSize + legendSpacing)
.attr('y', legendRectSize - legendSpacing + 3)
.text(function (d) {
return d.text;
})
.style('fill', '#757575');
}
var line_width_factor = 10.0 // width for the widest line
function call_width(d) {
return (d.inc_calls + d.out_calls) / max_interactions * line_width_factor;
}
function text_width(d) {
return (d.inc_texts + d.out_texts) / max_interactions * line_width_factor;
}
function total_width(d) {
return (d.inc_calls + d.out_calls + d.inc_texts + d.out_texts) / max_interactions * line_width_factor + line_diff;
}
function line_perpendicular_shift(d, direction) {
theta = getAngle(d);
theta_perpendicular = theta + (Math.PI / 2) * direction;
lineWidthOfOppositeLine = direction == 1 ? text_width(d) : call_width(d);
shift = lineWidthOfOppositeLine / 2;
delta_x = (shift + line_diff) * Math.cos(theta_perpendicular)
delta_y = (shift + line_diff) * Math.sin(theta_perpendicular)
return [delta_x, delta_y]
}
function line_radius_shift_to_edge(d, which_node) { // which_node = 0 if source, = 1 if target
theta = getAngle(d);
theta = (which_node == 0) ? theta : theta + Math.PI; // reverse angle if target node
radius = (which_node == 0) ? node_radius(d.source) : node_radius(d.target) // d.source and d.target refer directly to the nodes (not indices)
radius -= 2; // add stroke width
delta_x = radius * Math.cos(theta)
delta_y = radius * Math.sin(theta)
return [delta_x, delta_y]
}
function getAngle(d) {
rel_x = d.target.x - d.source.x;
rel_y = d.target.y - d.source.y;
return theta = Math.atan2(rel_y, rel_x);
}
Links.csv
source,target,inc_calls,out_calls,inc_texts,out_texts
0,1,1.0,0.0,1.0,0.0
0,2,0.0,0.0,1.0,3.0
0,3,3.0,9.0,5.0,7.0
0,4,2.0,12.0,9.0,14.0
0,5,5.0,9.0,9.0,13.0
0,6,5.0,17.0,2.0,25.0
0,7,6.0,13.0,7.0,16.0
0,8,7.0,7.0,8.0,8.0
0,9,3.0,10.0,8.0,20.0
0,10,5.0,10.0,6.0,23.0
0,11,8.0,10.0,13.0,15.0
0,12,9.0,18.0,9.0,22.0
0,13,1.0,2.0,2.0,2.0
0,14,11.0,13.0,7.0,15.0
0,15,5.0,18.0,9.0,22.0
0,16,8.0,15.0,13.0,20.0
0,17,4.0,10.0,9.0,26.0
0,18,9.0,18.0,8.0,33.0
0,19,12.0,11.0,4.0,15.0
0,20,4.0,15.0,9.0,25.0
0,21,4.0,17.0,10.0,19.0
0,22,4.0,16.0,12.0,29.0
0,23,6.0,9.0,12.0,20.0
0,24,2.0,2.0,1.0,3.0
0,25,3.0,8.0,10.0,16.0
0,26,3.0,10.0,11.0,22.0
0,27,6.0,14.0,9.0,11.0
0,28,2.0,7.0,8.0,15.0
0,29,2.0,11.0,8.0,15.0
0,30,1.0,8.0,9.0,6.0
0,31,3.0,6.0,7.0,7.0
0,32,4.0,9.0,3.0,12.0
0,33,4.0,4.0,7.0,12.0
0,34,4.0,4.0,5.0,9.0
0,35,2.0,3.0,0.0,7.0
0,36,3.0,7.0,5.0,9.0
0,37,1.0,7.0,5.0,3.0
0,38,1.0,13.0,1.0,2.0
0,39,2.0,7.0,3.0,4.0
0,40,1.0,3.0,2.0,6.0
0,41,0.0,1.0,2.0,1.0
0,42,0.0,0.0,2.0,0.0
0,43,0.0,3.0,1.0,5.0
0,44,0.0,1.0,0.0,2.0
0,45,4.0,1.0,1.0,10.0
0,46,2.0,7.0,3.0,5.0
0,47,5.0,7.0,3.0,5.0
0,48,2.0,5.0,4.0,10.0
0,49,3.0,3.0,5.0,13.0
1,15,10.0,30.0,13.0,37.0
2,8,16.0,9.0,24.0,15.0
2,43,4.0,10.0,9.0,16.0
5,48,3.0,5.0,0.0,4.0
6,37,11.0,25.0,15.0,34.0
8,48,12.0,4.0,7.0,2.0
9,42,25.0,9.0,29.0,15.0
9,45,11.0,3.0,16.0,5.0
12,24,4.0,15.0,13.0,16.0
14,31,18.0,9.0,29.0,12.0
14,33,5.0,10.0,4.0,9.0
15,28,8.0,5.0,16.0,5.0
16,36,14.0,11.0,10.0,19.0
23,38,3.0,11.0,6.0,10.0
26,42,9.0,23.0,17.0,21.0
27,46,12.0,12.0,15.0,21.0
29,39,8.0,15.0,9.0,20.0
29,47,8.0,27.0,19.0,24.0
33,46,6.0,4.0,13.0,13.0
37,43,10.0,12.0,6.0,21.0
Nodes.csv
no_network_info
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
0
1
0
1
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
EDIT
The root cause of the problem was document bloat caused by failing to remove outdated linearGradient
tags in the defs
section of the
HTML. This was only happening in Firefox because of what it returns
in response to getPropertyValue
in it's CSSStyleDeclaration
interface (which is called by d3 in selection.style()
). The value
returned is of the form
"url("http://localhost:88888/index.html#line-gradientXXXXXX")
transparent"
, compared to "url(#line-gradientXXXXXX)"
in the other
browsers. Since the id
was not properly extracted by the OP,
linearGradient
tags ear-marked for deletion were not found and not
deleted, causing them to grow in number. The problem is avoided by
using unique indexing, already available in the data, to label the
linearGradient
tags.
根据我上面的评论,我通过进行以下更改设法解决了 Firefox 问题:
- 消除
tick
和applyGradient
中forEach
部分的冗余计算。
- 使用格式正确的
d3
来管理 defs
。它可能很好,只是花了我一段时间才意识到它是如何完成的,但我将其更改为标准 d3
模式,它将正确管理更新和更改数据。这条线特别敏感...
var new_gradient_id = "line-gradient" + getRandomInt();
这样效果更好...
var new_gradient_id = "lg" + interaction_type + d.source.index + d.target.index;
- 应用标准 d3 模式来管理
CreateVisualizationFromData
中的 callLink
和 textLink
部分。使用这些模式,它可以正确更新并管理不断变化的数据。
进行这些更改后,Firefox 中的速度问题消失了,现在三大浏览器的速度都一样。不过 Chrome 看起来更好。一些实验是为了准确确定哪些更改是关键的,但删除 linearGradient
标签肯定存在问题。这些在 FF 中没有被正确删除并且大量膨胀 DOM。我认为这可能是导致问题的原因。
我所做的其他更改只是为了让我更容易理解的文体。
修改后的代码:
HTML
<!DOCTYPE html>
<meta charset="utf-8">
<style>
/*div {
outline: 1px solid black;*/
}
.legend {
font-size: 10px;
}
rect {
stroke-width: 2;
}
.node circle {
stroke: white;
stroke-width: 2px;
opacity: 1.0;
}
line {
stroke-width: 4px;
stroke-opacity: 1.0;
//stroke: "black";
}
body {
/* Scaling for different browsers */
-ms-transform: scale(1,1);
-webkit-transform: scale(1,1);
transform: scale(1,1);
}
svg{
position:absolute;
top:50%;
left:0px;
}
</style>
<body>
<script src="http://d3js.org/d3.v3.min.js"></script>
<div style="margin: 50px 0 10px 50px; display: inline-block">click to start/stop</div>
<!--<script src="d3/d3 CB.js"></script>-->
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="papaparse.js"></script>
<script type="text/javascript" src="networkview CB.js"></script>
</body>
JS
var line_diff = 0.5; // increase from zero if you want space between the call/text lines
var mark_offset = 10; // how many percent of the mark lines in each end are not used for the relationship between incoming/outgoing?
var mark_size = 5; // size of the mark on the line
var legendRectSize = 9; // 18
var legendSpacing = 4; // 4
var recordTypes = [];
var legend;
var text_links_data, call_links_data;
// colors for the different parts of the visualization
recordTypes.push({
text : "call",
color : "#438DCA"
});
recordTypes.push({
text : "text",
color : "#70C05A"
});
recordTypes.push({
text : "balance",
color : "#245A76"
});
// Function for grabbing a specific property from an array
pluck = function (ary, prop) {
return ary.map(function (x) {
return x[prop]
});
}
// Sums an array
sum = function (ary) {
return ary.reduce(function (a, b) {
return a + b
}, 0);
}
maxArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.max(a, b)
}, -Infinity);
}
minArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.min(a, b)
}, Infinity);
}
var data_links;
var data_nodes;
var results = Papa.parse("links.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_links = results.data;
for (i = 0; i < data_links.length; i++) {
total_interactions += data_links[i].inc_calls
+ data_links[i].out_calls
+ data_links[i].inc_texts
+ data_links[i].out_texts;
max_interactions = Math.max(max_interactions,
data_links[i].inc_calls
+ data_links[i].out_calls
+ data_links[i].inc_texts
+ data_links[i].out_texts)
}
//console.log(total_interactions);
//console.log(max_interactions);
linkedByIndex = {};
data_links.forEach(function (d) {
linkedByIndex[d.source + "," + d.target] = true;
//linkedByIndex[d.source.index + "," + d.target.index] = true;
});
dataLoaded();
}
});
var results = Papa.parse("nodes.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_nodes = results.data;
data_nodes.forEach(function (d, i) {
d.size = (i == 0)? 200 : 30
d.fill = (d.no_network_info == 1)? "#dfdfdf": "#a8a8a8"
});
dataLoaded();
}
});
function node_radius(d) {
return Math.pow(40.0 * ((d.index == 0) ? 200 : 30), 1 / 3);
}
function node_radius_data(d) {
return Math.pow(40.0 * d.size, 1 / 3);
}
function dataLoaded() {
if (typeof data_nodes === "undefined" || typeof data_links === "undefined") {
console.log("Still loading " + (typeof data_nodes === "undefined" ? 'data_links' : 'data_nodes'))
} else {
CreateVisualizationFromData();
}
}
function isConnectedToOtherThanMain(a) {
var connected = false;
for (i = 1; i < data_nodes.length; i++) {
if (isConnected(a, data_nodes[i]) && a.index != i) {
connected = true;
}
}
return connected;
}
function isConnected(a, b) {
return isConnectedAsTarget(a, b) || isConnectedAsSource(a, b) || a.index == b.index;
}
function isConnectedAsSource(a, b) {
return linkedByIndex[a.index + "," + b.index];
}
function isConnectedAsTarget(a, b) {
return linkedByIndex[b.index + "," + a.index];
}
function isEqual(a, b) {
return a.index == b.index;
}
var log = d3.select('body').append('div').attr('id', 'log').style({margin: '50px 0 10px 3px', display: 'inline-block'});
log.update = function (alpha) {
this.text('alpha: ' + d3.format(".3f")(alpha))
}
function tick(e) {
log.update(e.alpha)
if (call_links_data.length > 0) {
callLink
//CB eliminate redundant calculations
.each(function (d) {
d.lpf1 = line_perpendicular_shift(d, 1)
d.lrste = []
d.lrste.push(line_radius_shift_to_edge(d, 0))
d.lrste.push(line_radius_shift_to_edge(d, 1))
})
//CB
.attr("x1", function (d) {
return d.source.x - d.lpf1[0] + d.lrste[0][0];
})
.attr("y1", function (d) {
return d.source.y - d.lpf1[1] + d.lrste[0][1];
})
.attr("x2", function (d) {
return d.target.x - d.lpf1[0] + d.lrste[1][0];
})
.attr("y2", function (d) {
return d.target.y - d.lpf1[1] + d.lrste[1][1];
});
callLink.each(function (d, i) {
applyGradient(this, "call", d, i)
});
}
if (text_links_data.length > 0) {
textLink
//CB
.each(function (d) {
d.lpfNeg1 = line_perpendicular_shift(d, -1);
d.lrste = [];
d.lrste.push(line_radius_shift_to_edge(d, 0));
d.lrste.push(line_radius_shift_to_edge(d, 1));
})
//CB
.attr("x1", function (d) {
return d.source.x - d.lpfNeg1[0] + d.lrste[0][0];
})
.attr("y1", function (d) {
return d.source.y - d.lpfNeg1[1] + d.lrste[0][1];
})
.attr("x2", function (d) {
return d.target.x - d.lpfNeg1[0] + d.lrste[1][0];
})
.attr("y2", function (d) {
return d.target.y - d.lpfNeg1[1] + d.lrste[1][1];
});
textLink.each(function (d, i) {
applyGradient(this, "text", d, i)
});
node
.attr("transform", function (d) {
return "translate(" + d.x + "," + d.y + ")";
});
}
if (force.alpha() < 0.05)
drawLegend();
}
function getRandomInt() {
return Math.floor(Math.random() * (100000 - 0));
}
function applyGradient(line, interaction_type, d, i) {
var self = d3.select(line);
var current_gradient = self.style("stroke");
//current_gradient = current_gradient.substring(4, current_gradient.length - 1);
if (current_gradient.match("http")) {
var parts = current_gradient.split("/");
current_gradient = parts[-1];
} else {
current_gradient = current_gradient.substring(4, current_gradient.length - 1);
}
var new_gradient_id = "lg" + interaction_type + d.source.index + d.target.index; // + getRandomInt();
var from = d.source.size < d.target.size ? d.source : d.target;
var to = d.source.size < d.target.size ? d.target : d.source;
var mid_offset = 0;
var standardColor = "";
if (interaction_type == "call") {
mid_offset = d.inc_calls / (d.inc_calls + d.out_calls);
standardColor = "#438DCA";
} else {
mid_offset = d.inc_texts / (d.inc_texts + d.out_texts);
standardColor = "#70C05A";
}
/* recordTypes_ID = pluck(recordTypes, 'text');
whichRecordType = recordTypes_ID.indexOf(interaction_type);
standardColor = recordTypes[whichRecordType].color;
*/
mid_offset = mid_offset * 100;
mid_offset = mid_offset * 0.6 + 20; // scale so it doesn't hit the ends
lineLengthCalculation = function (x, y, x0, y0) {
return Math.sqrt((x -= x0) * x + (y -= y0) * y);
};
lineLength = lineLengthCalculation(from.px, from.py, to.px, to.py);
if (lineLength >= 0.1) {
var mark_size_percent = (mark_size / lineLength) * 100,
_offsetDiff = Math.round(mid_offset - mark_size_percent / 2) + "%",
_offsetSum = Math.round(mid_offset + mark_size_percent / 2) + "%",
defsUpdate = defs.selectAll("#" + new_gradient_id)
.data([{
x1: from.px,
y1: from.py,
x2: to.px,
y2: to.py
}]),
defsEnter = defsUpdate.enter().append("linearGradient")
.attr("id", new_gradient_id)
.attr("gradientUnits", "userSpaceOnUse"),
defsUpdateEnter = defsUpdate
.attr("x1", function (d) { return d.x1 })
.attr("y1", function (d) { return d.y1 })
.attr("x2", function (d) { return d.x2 })
.attr("y2", function (d) { return d.y2 }),
stopsUpdate = defsUpdateEnter.selectAll("stop")
.data([{
offset: "0%",
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: "#245A76",
opacity: "1"
}, {
offset: _offsetSum,
color: "#245A76",
opacity: "1"
}, {
offset: _offsetSum,
color: standardColor,
opacity: "1"
}, {
offset: _offsetSum,
color: standardColor,
opacity: "1"
}, {
offset: "100%",
color: standardColor,
opacity: "1"
}
]),
stopsEnter = stopsUpdate.enter().append("stop")
stopsUpdateEnter = stopsUpdate
.attr("offset", function (d) {
return d.offset;
})
.attr("stop-color", function (d) {
return d.color;
})
.attr("stop-opacity", function (d) {
return d.opacity;
})
self.style("stroke", "url(#" + new_gradient_id + ")")
//current_gradient && defs.select(current_gradient).remove(); /*CB Edit*/
}
} /*applyGradient*/
var linkedByIndex;
var width = $(window).width();
var height = $(window).height();
var svg = d3.select("body").append("svg")
.attr("width", width)
.attr("height", height);
var force;
var callLink;
var textLink;
var link;
var node;
var defs;
var marker;
var total_interactions = 0;
var max_interactions = 0;
function CreateVisualizationFromData() {
function chargeForNode(d, i) {
// main node
if (i == 0) {
return -25000;
}
// contains other links
else if (isConnectedToOtherThanMain(d)) {
return -2000;
} else {
return -1200;
}
}
// initial placement of nodes prevents overlaps
var xOffset = 10000,
yOffset = -10000,
central_x = width / 2,
central_y = height / 2;
data_nodes.forEach(function(d, i) {
if (i != 0) {
connected = isConnectedToOtherThanMain(d);
data_nodes[i].x = connected ? central_x + xOffset : central_x - xOffset;
data_nodes[i].y = connected ? central_y + yOffset : central_y - yOffset;
}
else {data_nodes[i].x = central_x; data_nodes[i].y = central_y;}})
force = d3.layout.force()
.nodes(data_nodes)
.links(data_links)
.charge(function (d, i) {
return chargeForNode(d, i)
})
.friction(0.6) // 0.6
.gravity(0.4) // 0.6
.size([width, height])
.start() //initialise alpha
.stop();
log.update(force.alpha());
call_links_data = data_links.filter(function(d) {
return (d.inc_calls + d.out_calls > 0)});
text_links_data = data_links.filter(function(d) {
return (d.inc_texts + d.out_texts > 0)});
//UPDATE
callLink = svg.selectAll(".call-line")
.data(call_links_data)
//ENTER
callLink.enter().append("line")
.attr('class', 'call-line');
//EXIT
callLink.exit().remove;
//UPDATE
textLink = svg.selectAll(".text-line")
.data(text_links_data)
//ENTER
textLink.enter().append("line")
.attr('class', 'text-line');
//EXIT
textLink.exit().remove;
//UPDATE
node = svg.selectAll(".node")
.data(data_nodes)
//CB the g elements are not needed because there is only one element
//in each node...
//ENTER
node.enter().append("g")
.attr("class", "node")
.append("circle")
.attr("r", node_radius)
.style("fill", function (d) {
return (d.index == 0) ? "#ffffff" : d.fill;
})
.style("stroke", function (d) {
return (d.index == 0) ? "#8C8C8C" : "#ffffff";
});
//EXIT
node.exit().remove;
defs = !(defs && defs.length) ? svg.append("defs") : defs;
marker = svg.selectAll('marker')
.data([{refX: 6+7, refY: 2, markerWidth: 6, markerHeight: 4}])
.enter().append("marker")
.attr("id", "arrowhead")
.attr("refX", function (d) { return d.refX })
.attr("refY", function (d) { return d.refY })
.attr("markerWidth", function (d) { return d.markerWidth })
.attr("markerHeight", function (d) { return d.markerHeight })
.attr("orient", "auto")
.append("path")
.attr("d", "M 0,0 V 4 L6,2 Z");
if (text_links_data.length > 0) {
//UPDATE + ENTER
textLink
.style("stroke-width", function stroke(d) {
return text_width(d)
})
.each(function (d, i) {
applyGradient(this, "text", d, i)
});
}
if (call_links_data.length > 0) {
//UPDATE + ENTER
callLink
.style("stroke-width", function stroke(d) {
return call_width(d)
})
.each(function (d, i) {
applyGradient(this, "call", d, i)
});
}
force
.on("tick", tick);
}
d3.select(document).on('click', (function () {
var _disp = d3.dispatch('stop_start')
return function (e) {
if (!_disp.on('stop_start') || _disp.on('stop_start') === force.stop) {
if (!_disp.on('stop_start')) {
_disp.on('stop_start', force.start)
} else {
_disp.on('stop_start', function () {
CreateVisualizationFromData();
force.start()
//force.alpha(0.5)
})
}
} else {
_disp.on('stop_start', force.stop)
}
_disp.stop_start()
}
})())
function drawLegend() {
var node_px = pluck(data_nodes, 'px');
var node_py = pluck(data_nodes, 'py');
var nodeLayoutRight = Math.max(maxArray(node_px));
var nodeLayoutBottom = Math.max(maxArray(node_py));
legend = svg.selectAll('.legend')
.data(recordTypes)
.enter()
.append('g')
.attr('class', 'legend')
.attr('transform', function (d, i) {
var rect_height = legendRectSize + legendSpacing;
var offset = rect_height * (recordTypes.length-1);
var horz = nodeLayoutRight + 15; /* - 2*legendRectSize; */
var vert = nodeLayoutBottom + (i * rect_height) - offset;
return 'translate(' + horz + ',' + vert + ')';
});
legend.append('rect')
.attr('width', legendRectSize)
.attr('height', legendRectSize)
.style('fill', function (d) {
return d.color
})
.style('stroke', function (d) {
return d.color
});
legend.append('text')
.attr('x', legendRectSize + legendSpacing)
.attr('y', legendRectSize - legendSpacing + 3)
.text(function (d) {
return d.text;
})
.style('fill', '#757575');
}
var line_width_factor = 10.0 // width for the widest line
function call_width(d) {
return (d.inc_calls + d.out_calls) / max_interactions * line_width_factor;
}
function text_width(d) {
return (d.inc_texts + d.out_texts) / max_interactions * line_width_factor;
}
function total_width(d) {
return (d.inc_calls + d.out_calls + d.inc_texts + d.out_texts) / max_interactions * line_width_factor + line_diff;
}
function line_perpendicular_shift(d, direction) {
theta = getAngle(d);
theta_perpendicular = theta + (Math.PI / 2) * direction;
lineWidthOfOppositeLine = direction == 1 ? text_width(d) : call_width(d);
shift = lineWidthOfOppositeLine / 2;
delta_x = (shift + line_diff) * Math.cos(theta_perpendicular)
delta_y = (shift + line_diff) * Math.sin(theta_perpendicular)
return [delta_x, delta_y]
}
function line_radius_shift_to_edge(d, which_node) { // which_node = 0 if source, = 1 if target
theta = getAngle(d);
theta = (which_node == 0) ? theta : theta + Math.PI; // reverse angle if target node
radius = (which_node == 0) ? node_radius(d.source) : node_radius(d.target) // d.source and d.target refer directly to the nodes (not indices)
radius -= 2; // add stroke width
delta_x = radius * Math.cos(theta)
delta_y = radius * Math.sin(theta)
return [delta_x, delta_y]
}
function getAngle(d) {
rel_x = d.target.x - d.source.x;
rel_y = d.target.y - d.source.y;
return theta = Math.atan2(rel_y, rel_x);
}
我使用 D3 创建了力布局(见下图)。然而,它在 Firefox 中运行非常缓慢,而在 Chrome 中运行得非常好。我正在使用本地服务器调试它并在 http://localhost:8888/ 浏览。这可能是由于 Firefox 控制台中的以下消息,但根据不太可能的评论。有人可以查明性能问题并给我提示如何解决吗?
mutating the [[Prototype]] of an object will cause your code to run very slowly; instead create the object with the correct initial [[Prototype]] value using Object.create
zip 中的数据和代码:https://www.dropbox.com/s/ksh2qk1b5s9lfq5/Network%20View.zip?dl=0
可视化:
Index.html
<!DOCTYPE html>
<meta charset="utf-8">
<style>
.legend {
font-size: 10px;
}
rect {
stroke-width: 2;
}
.node circle {
stroke: white;
stroke-width: 2px;
opacity: 1.0;
}
line {
stroke-width: 4px;
stroke-opacity: 1.0;
//stroke: "black";
}
body {
/* Scaling for different browsers */
-ms-transform: scale(1,1);
-webkit-transform: scale(1,1);
transform: scale(1,1);
}
svg{
position:absolute;
top:50%;
left:0px;
}
</style>
<body>
<script type="text/javascript" src="d3.js"></script>
<script type="text/javascript" src="papaparse.js"></script>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="networkview.js"></script>
</body>
networkview.js
var line_diff = 0.5; // increase from zero if you want space between the call/text lines
var mark_offset = 10; // how many percent of the mark lines in each end are not used for the relationship between incoming/outgoing?
var mark_size = 5; // size of the mark on the line
var legendRectSize = 9; // 18
var legendSpacing = 4; // 4
var recordTypes = [];
var legend;
var text_links_data, call_links_data;
// colors for the different parts of the visualization
recordTypes.push({
text : "call",
color : "#438DCA"
});
recordTypes.push({
text : "text",
color : "#70C05A"
});
recordTypes.push({
text : "balance",
color : "#245A76"
});
// Function for grabbing a specific property from an array
pluck = function (ary, prop) {
return ary.map(function (x) {
return x[prop]
});
}
// Sums an array
sum = function (ary) {
return ary.reduce(function (a, b) {
return a + b
}, 0);
}
maxArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.max(a, b)
}, -Infinity);
}
minArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.min(a, b)
}, Infinity);
}
var data_links;
var data_nodes;
var results = Papa.parse("links.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_links = results.data;
dataLoaded();
}
});
var results = Papa.parse("nodes.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_nodes = results.data;
data_nodes.forEach(function (d, i) {
d.size = (i == 0)? 200 : 30
d.fill = (d.no_network_info == 1)? "#dfdfdf": "#a8a8a8"
});
dataLoaded();
}
});
function node_radius(d) {
return Math.pow(40.0 * ((d.index == 0) ? 200 : 30), 1 / 3);
}
function node_radius_data(d) {
return Math.pow(40.0 * d.size, 1 / 3);
}
function dataLoaded() {
if (typeof data_nodes === "undefined" || typeof data_links === "undefined") {
//console.log("Still loading")
} else {
CreateVisualizationFromData();
}
}
function isConnectedToOtherThanMain(a) {
var connected = false;
for (i = 1; i < data_nodes.length; i++) {
if (isConnected(a, data_nodes[i]) && a.index != i) {
connected = true;
}
}
return connected;
}
function isConnected(a, b) {
return isConnectedAsTarget(a, b) || isConnectedAsSource(a, b) || a.index == b.index;
}
function isConnectedAsSource(a, b) {
return linkedByIndex[a.index + "," + b.index];
}
function isConnectedAsTarget(a, b) {
return linkedByIndex[b.index + "," + a.index];
}
function isEqual(a, b) {
return a.index == b.index;
}
function tick() {
if (call_links_data.length > 0) {
callLink
.attr("x1", function (d) {
return d.source.x - line_perpendicular_shift(d, 1)[0] + line_radius_shift_to_edge(d, 0)[0];
})
.attr("y1", function (d) {
return d.source.y - line_perpendicular_shift(d, 1)[1] + line_radius_shift_to_edge(d, 0)[1];
})
.attr("x2", function (d) {
return d.target.x - line_perpendicular_shift(d, 1)[0] + line_radius_shift_to_edge(d, 1)[0];
})
.attr("y2", function (d) {
return d.target.y - line_perpendicular_shift(d, 1)[1] + line_radius_shift_to_edge(d, 1)[1];
});
callLink.each(function (d) {
applyGradient(this, "call", d)
});
}
if (text_links_data.length > 0) {
textLink
.attr("x1", function (d) {
return d.source.x - line_perpendicular_shift(d, -1)[0] + line_radius_shift_to_edge(d, 0)[0];
})
.attr("y1", function (d) {
return d.source.y - line_perpendicular_shift(d, -1)[1] + line_radius_shift_to_edge(d, 0)[1];
})
.attr("x2", function (d) {
return d.target.x - line_perpendicular_shift(d, -1)[0] + line_radius_shift_to_edge(d, 1)[0];
})
.attr("y2", function (d) {
return d.target.y - line_perpendicular_shift(d, -1)[1] + line_radius_shift_to_edge(d, 1)[1];
});
textLink.each(function (d) {
applyGradient(this, "text", d)
});
node
.attr("transform", function (d) {
return "translate(" + d.x + "," + d.y + ")";
});
}
if (force.alpha() < 0.05)
drawLegend();
}
function getRandomInt() {
return Math.floor(Math.random() * (100000 - 0));
}
function applyGradient(line, interaction_type, d) {
var self = d3.select(line);
var current_gradient = self.style("stroke")
//current_gradient = current_gradient.substring(4, current_gradient.length - 1);
if (current_gradient.match("http")) {
var parts = current_gradient.split("/");
current_gradient = parts[-1];
} else {
current_gradient = current_gradient.substring(4, current_gradient.length - 1);
}
var new_gradient_id = "line-gradient" + getRandomInt();
var from = d.source.size < d.target.size ? d.source : d.target;
var to = d.source.size < d.target.size ? d.target : d.source;
var mid_offset = 0;
var standardColor = "";
if (interaction_type == "call") {
mid_offset = d.inc_calls / (d.inc_calls + d.out_calls);
standardColor = "#438DCA";
} else {
mid_offset = d.inc_texts / (d.inc_texts + d.out_texts);
standardColor = "#70C05A";
}
/* recordTypes_ID = pluck(recordTypes, 'text');
whichRecordType = recordTypes_ID.indexOf(interaction_type);
standardColor = recordTypes[whichRecordType].color;
*/
mid_offset = mid_offset * 100;
mid_offset = mid_offset * 0.6 + 20; // scale so it doesn't hit the ends
lineLengthCalculation = function (x, y, x0, y0) {
return Math.sqrt((x -= x0) * x + (y -= y0) * y);
};
lineLength = lineLengthCalculation(from.px, from.py, to.px, to.py);
if (lineLength >= 0.1) {
mark_size_percent = (mark_size / lineLength) * 100;
defs.append("linearGradient")
.attr("id", new_gradient_id)
.attr("gradientUnits", "userSpaceOnUse")
.attr("x1", from.px)
.attr("y1", from.py)
.attr("x2", to.px)
.attr("y2", to.py)
.selectAll("stop")
.data([{
offset : "0%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset - mark_size_percent / 2) + "%",
color : "#245A76",
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : "#245A76",
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : Math.round(mid_offset + mark_size_percent / 2) + "%",
color : standardColor,
opacity : "1"
}, {
offset : "100%",
color : standardColor,
opacity : "1"
}
])
.enter().append("stop")
.attr("offset", function (d) {
return d.offset;
})
.attr("stop-color", function (d) {
return d.color;
})
.attr("stop-opacity", function (d) {
return d.opacity;
});
self.style("stroke", "url(#" + new_gradient_id + ")")
defs.select(current_gradient).remove();
}
}
var linkedByIndex;
var width = $(window).width();
var height = $(window).height();
var svg = d3.select("body").append("svg")
.attr("width", width)
.attr("height", height);
var force;
var callLink;
var textLink;
var link;
var node;
var defs;
var total_interactions = 0;
var max_interactions = 0;
function CreateVisualizationFromData() {
for (i = 0; i < data_links.length; i++) {
total_interactions += data_links[i].inc_calls + data_links[i].out_calls + data_links[i].inc_texts + data_links[i].out_texts;
max_interactions = Math.max(max_interactions, data_links[i].inc_calls + data_links[i].out_calls + data_links[i].inc_texts + data_links[i].out_texts)
}
linkedByIndex = {};
data_links.forEach(function (d) {
linkedByIndex[d.source + "," + d.target] = true;
//linkedByIndex[d.source.index + "," + d.target.index] = true;
});
//console.log(total_interactions);
//console.log(max_interactions);
function chargeForNode(d, i) {
// main node
if (i == 0) {
return -25000;
}
// contains other links
else if (isConnectedToOtherThanMain(d)) {
return -2000;
} else {
return -1200;
}
}
// initial placement of nodes prevents overlaps
central_x = width / 2
central_y = height / 2
data_nodes.forEach(function(d, i) {
if (i != 0) {
connected = isConnectedToOtherThanMain(d);
data_nodes[i].x = connected? central_x + 10000: central_x -10000;
data_nodes[i].y = connected? central_y: central_y;
}
else {data_nodes[i].x = central_x; data_nodes[i].y = central_y;}})
force = d3.layout.force()
.nodes(data_nodes)
.links(data_links)
.charge(function (d, i) {
return chargeForNode(d, i)
})
.friction(0.6) // 0.6
.gravity(0.4) // 0.6
.size([width, height])
.start();
call_links_data = data_links.filter(function(d) {
return (d.inc_calls + d.out_calls > 0)});
text_links_data = data_links.filter(function(d) {
return (d.inc_texts + d.out_texts > 0)});
callLink = svg.selectAll(".call-line")
.data(call_links_data)
.enter().append("line");
textLink = svg.selectAll(".text-line")
.data(text_links_data)
.enter().append("line");
link = svg.selectAll("line");
node = svg.selectAll(".node")
.data(data_nodes)
.enter().append("g")
.attr("class", "node");
defs = svg.append("defs");
node
.append("circle")
.attr("r", node_radius)
.style("fill", function (d) {
return (d.index == 0)? "#ffffff" : d.fill;
})
.style("stroke", function (d) {
return (d.index == 0)? "#8C8C8C" : "#ffffff";
})
svg
.append("marker")
.attr("id", "arrowhead")
.attr("refX", 6 + 7)
.attr("refY", 2)
.attr("markerWidth", 6)
.attr("markerHeight", 4)
.attr("orient", "auto")
.append("path")
.attr("d", "M 0,0 V 4 L6,2 Z");
if (text_links_data.length > 0) {
textLink
.style("stroke-width", function stroke(d) {
return text_width(d)
})
.each(function (d) {
applyGradient(this, "text", d)
});
}
if (call_links_data.length > 0) {
callLink
.style("stroke-width", function stroke(d) {
return call_width(d)
})
.each(function (d) {
applyGradient(this, "call", d)
});
}
force
.on("tick", tick);
}
function drawLegend() {
var node_px = pluck(data_nodes, 'px');
var node_py = pluck(data_nodes, 'py');
var nodeLayoutRight = Math.max(maxArray(node_px));
var nodeLayoutBottom = Math.max(maxArray(node_py));
legend = svg.selectAll('.legend')
.data(recordTypes)
.enter()
.append('g')
.attr('class', 'legend')
.attr('transform', function (d, i) {
var rect_height = legendRectSize + legendSpacing;
var offset = rect_height * (recordTypes.length-1);
var horz = nodeLayoutRight + 15; /* - 2*legendRectSize; */
var vert = nodeLayoutBottom + (i * rect_height) - offset;
return 'translate(' + horz + ',' + vert + ')';
});
legend.append('rect')
.attr('width', legendRectSize)
.attr('height', legendRectSize)
.style('fill', function (d) {
return d.color
})
.style('stroke', function (d) {
return d.color
});
legend.append('text')
.attr('x', legendRectSize + legendSpacing)
.attr('y', legendRectSize - legendSpacing + 3)
.text(function (d) {
return d.text;
})
.style('fill', '#757575');
}
var line_width_factor = 10.0 // width for the widest line
function call_width(d) {
return (d.inc_calls + d.out_calls) / max_interactions * line_width_factor;
}
function text_width(d) {
return (d.inc_texts + d.out_texts) / max_interactions * line_width_factor;
}
function total_width(d) {
return (d.inc_calls + d.out_calls + d.inc_texts + d.out_texts) / max_interactions * line_width_factor + line_diff;
}
function line_perpendicular_shift(d, direction) {
theta = getAngle(d);
theta_perpendicular = theta + (Math.PI / 2) * direction;
lineWidthOfOppositeLine = direction == 1 ? text_width(d) : call_width(d);
shift = lineWidthOfOppositeLine / 2;
delta_x = (shift + line_diff) * Math.cos(theta_perpendicular)
delta_y = (shift + line_diff) * Math.sin(theta_perpendicular)
return [delta_x, delta_y]
}
function line_radius_shift_to_edge(d, which_node) { // which_node = 0 if source, = 1 if target
theta = getAngle(d);
theta = (which_node == 0) ? theta : theta + Math.PI; // reverse angle if target node
radius = (which_node == 0) ? node_radius(d.source) : node_radius(d.target) // d.source and d.target refer directly to the nodes (not indices)
radius -= 2; // add stroke width
delta_x = radius * Math.cos(theta)
delta_y = radius * Math.sin(theta)
return [delta_x, delta_y]
}
function getAngle(d) {
rel_x = d.target.x - d.source.x;
rel_y = d.target.y - d.source.y;
return theta = Math.atan2(rel_y, rel_x);
}
Links.csv
source,target,inc_calls,out_calls,inc_texts,out_texts
0,1,1.0,0.0,1.0,0.0
0,2,0.0,0.0,1.0,3.0
0,3,3.0,9.0,5.0,7.0
0,4,2.0,12.0,9.0,14.0
0,5,5.0,9.0,9.0,13.0
0,6,5.0,17.0,2.0,25.0
0,7,6.0,13.0,7.0,16.0
0,8,7.0,7.0,8.0,8.0
0,9,3.0,10.0,8.0,20.0
0,10,5.0,10.0,6.0,23.0
0,11,8.0,10.0,13.0,15.0
0,12,9.0,18.0,9.0,22.0
0,13,1.0,2.0,2.0,2.0
0,14,11.0,13.0,7.0,15.0
0,15,5.0,18.0,9.0,22.0
0,16,8.0,15.0,13.0,20.0
0,17,4.0,10.0,9.0,26.0
0,18,9.0,18.0,8.0,33.0
0,19,12.0,11.0,4.0,15.0
0,20,4.0,15.0,9.0,25.0
0,21,4.0,17.0,10.0,19.0
0,22,4.0,16.0,12.0,29.0
0,23,6.0,9.0,12.0,20.0
0,24,2.0,2.0,1.0,3.0
0,25,3.0,8.0,10.0,16.0
0,26,3.0,10.0,11.0,22.0
0,27,6.0,14.0,9.0,11.0
0,28,2.0,7.0,8.0,15.0
0,29,2.0,11.0,8.0,15.0
0,30,1.0,8.0,9.0,6.0
0,31,3.0,6.0,7.0,7.0
0,32,4.0,9.0,3.0,12.0
0,33,4.0,4.0,7.0,12.0
0,34,4.0,4.0,5.0,9.0
0,35,2.0,3.0,0.0,7.0
0,36,3.0,7.0,5.0,9.0
0,37,1.0,7.0,5.0,3.0
0,38,1.0,13.0,1.0,2.0
0,39,2.0,7.0,3.0,4.0
0,40,1.0,3.0,2.0,6.0
0,41,0.0,1.0,2.0,1.0
0,42,0.0,0.0,2.0,0.0
0,43,0.0,3.0,1.0,5.0
0,44,0.0,1.0,0.0,2.0
0,45,4.0,1.0,1.0,10.0
0,46,2.0,7.0,3.0,5.0
0,47,5.0,7.0,3.0,5.0
0,48,2.0,5.0,4.0,10.0
0,49,3.0,3.0,5.0,13.0
1,15,10.0,30.0,13.0,37.0
2,8,16.0,9.0,24.0,15.0
2,43,4.0,10.0,9.0,16.0
5,48,3.0,5.0,0.0,4.0
6,37,11.0,25.0,15.0,34.0
8,48,12.0,4.0,7.0,2.0
9,42,25.0,9.0,29.0,15.0
9,45,11.0,3.0,16.0,5.0
12,24,4.0,15.0,13.0,16.0
14,31,18.0,9.0,29.0,12.0
14,33,5.0,10.0,4.0,9.0
15,28,8.0,5.0,16.0,5.0
16,36,14.0,11.0,10.0,19.0
23,38,3.0,11.0,6.0,10.0
26,42,9.0,23.0,17.0,21.0
27,46,12.0,12.0,15.0,21.0
29,39,8.0,15.0,9.0,20.0
29,47,8.0,27.0,19.0,24.0
33,46,6.0,4.0,13.0,13.0
37,43,10.0,12.0,6.0,21.0
Nodes.csv
no_network_info
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
0
1
0
1
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
EDIT
The root cause of the problem was document bloat caused by failing to remove outdatedlinearGradient
tags in thedefs
section of the HTML. This was only happening in Firefox because of what it returns in response togetPropertyValue
in it'sCSSStyleDeclaration
interface (which is called by d3 inselection.style()
). The value returned is of the form"url("http://localhost:88888/index.html#line-gradientXXXXXX") transparent"
, compared to"url(#line-gradientXXXXXX)"
in the other browsers. Since theid
was not properly extracted by the OP,linearGradient
tags ear-marked for deletion were not found and not deleted, causing them to grow in number. The problem is avoided by using unique indexing, already available in the data, to label thelinearGradient
tags.
根据我上面的评论,我通过进行以下更改设法解决了 Firefox 问题:
- 消除
tick
和applyGradient
中forEach
部分的冗余计算。 - 使用格式正确的
d3
来管理defs
。它可能很好,只是花了我一段时间才意识到它是如何完成的,但我将其更改为标准d3
模式,它将正确管理更新和更改数据。这条线特别敏感...
var new_gradient_id = "line-gradient" + getRandomInt();
这样效果更好...
var new_gradient_id = "lg" + interaction_type + d.source.index + d.target.index;
- 应用标准 d3 模式来管理
CreateVisualizationFromData
中的callLink
和textLink
部分。使用这些模式,它可以正确更新并管理不断变化的数据。
进行这些更改后,Firefox 中的速度问题消失了,现在三大浏览器的速度都一样。不过 Chrome 看起来更好。一些实验是为了准确确定哪些更改是关键的,但删除 linearGradient
标签肯定存在问题。这些在 FF 中没有被正确删除并且大量膨胀 DOM。我认为这可能是导致问题的原因。
我所做的其他更改只是为了让我更容易理解的文体。
修改后的代码:
HTML
<!DOCTYPE html>
<meta charset="utf-8">
<style>
/*div {
outline: 1px solid black;*/
}
.legend {
font-size: 10px;
}
rect {
stroke-width: 2;
}
.node circle {
stroke: white;
stroke-width: 2px;
opacity: 1.0;
}
line {
stroke-width: 4px;
stroke-opacity: 1.0;
//stroke: "black";
}
body {
/* Scaling for different browsers */
-ms-transform: scale(1,1);
-webkit-transform: scale(1,1);
transform: scale(1,1);
}
svg{
position:absolute;
top:50%;
left:0px;
}
</style>
<body>
<script src="http://d3js.org/d3.v3.min.js"></script>
<div style="margin: 50px 0 10px 50px; display: inline-block">click to start/stop</div>
<!--<script src="d3/d3 CB.js"></script>-->
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="papaparse.js"></script>
<script type="text/javascript" src="networkview CB.js"></script>
</body>
JS
var line_diff = 0.5; // increase from zero if you want space between the call/text lines
var mark_offset = 10; // how many percent of the mark lines in each end are not used for the relationship between incoming/outgoing?
var mark_size = 5; // size of the mark on the line
var legendRectSize = 9; // 18
var legendSpacing = 4; // 4
var recordTypes = [];
var legend;
var text_links_data, call_links_data;
// colors for the different parts of the visualization
recordTypes.push({
text : "call",
color : "#438DCA"
});
recordTypes.push({
text : "text",
color : "#70C05A"
});
recordTypes.push({
text : "balance",
color : "#245A76"
});
// Function for grabbing a specific property from an array
pluck = function (ary, prop) {
return ary.map(function (x) {
return x[prop]
});
}
// Sums an array
sum = function (ary) {
return ary.reduce(function (a, b) {
return a + b
}, 0);
}
maxArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.max(a, b)
}, -Infinity);
}
minArray = function (ary) {
return ary.reduce(function (a, b) {
return Math.min(a, b)
}, Infinity);
}
var data_links;
var data_nodes;
var results = Papa.parse("links.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_links = results.data;
for (i = 0; i < data_links.length; i++) {
total_interactions += data_links[i].inc_calls
+ data_links[i].out_calls
+ data_links[i].inc_texts
+ data_links[i].out_texts;
max_interactions = Math.max(max_interactions,
data_links[i].inc_calls
+ data_links[i].out_calls
+ data_links[i].inc_texts
+ data_links[i].out_texts)
}
//console.log(total_interactions);
//console.log(max_interactions);
linkedByIndex = {};
data_links.forEach(function (d) {
linkedByIndex[d.source + "," + d.target] = true;
//linkedByIndex[d.source.index + "," + d.target.index] = true;
});
dataLoaded();
}
});
var results = Papa.parse("nodes.csv", {
header : true,
download : true,
dynamicTyping : true,
delimiter : ",",
skipEmptyLines : true,
complete : function (results) {
data_nodes = results.data;
data_nodes.forEach(function (d, i) {
d.size = (i == 0)? 200 : 30
d.fill = (d.no_network_info == 1)? "#dfdfdf": "#a8a8a8"
});
dataLoaded();
}
});
function node_radius(d) {
return Math.pow(40.0 * ((d.index == 0) ? 200 : 30), 1 / 3);
}
function node_radius_data(d) {
return Math.pow(40.0 * d.size, 1 / 3);
}
function dataLoaded() {
if (typeof data_nodes === "undefined" || typeof data_links === "undefined") {
console.log("Still loading " + (typeof data_nodes === "undefined" ? 'data_links' : 'data_nodes'))
} else {
CreateVisualizationFromData();
}
}
function isConnectedToOtherThanMain(a) {
var connected = false;
for (i = 1; i < data_nodes.length; i++) {
if (isConnected(a, data_nodes[i]) && a.index != i) {
connected = true;
}
}
return connected;
}
function isConnected(a, b) {
return isConnectedAsTarget(a, b) || isConnectedAsSource(a, b) || a.index == b.index;
}
function isConnectedAsSource(a, b) {
return linkedByIndex[a.index + "," + b.index];
}
function isConnectedAsTarget(a, b) {
return linkedByIndex[b.index + "," + a.index];
}
function isEqual(a, b) {
return a.index == b.index;
}
var log = d3.select('body').append('div').attr('id', 'log').style({margin: '50px 0 10px 3px', display: 'inline-block'});
log.update = function (alpha) {
this.text('alpha: ' + d3.format(".3f")(alpha))
}
function tick(e) {
log.update(e.alpha)
if (call_links_data.length > 0) {
callLink
//CB eliminate redundant calculations
.each(function (d) {
d.lpf1 = line_perpendicular_shift(d, 1)
d.lrste = []
d.lrste.push(line_radius_shift_to_edge(d, 0))
d.lrste.push(line_radius_shift_to_edge(d, 1))
})
//CB
.attr("x1", function (d) {
return d.source.x - d.lpf1[0] + d.lrste[0][0];
})
.attr("y1", function (d) {
return d.source.y - d.lpf1[1] + d.lrste[0][1];
})
.attr("x2", function (d) {
return d.target.x - d.lpf1[0] + d.lrste[1][0];
})
.attr("y2", function (d) {
return d.target.y - d.lpf1[1] + d.lrste[1][1];
});
callLink.each(function (d, i) {
applyGradient(this, "call", d, i)
});
}
if (text_links_data.length > 0) {
textLink
//CB
.each(function (d) {
d.lpfNeg1 = line_perpendicular_shift(d, -1);
d.lrste = [];
d.lrste.push(line_radius_shift_to_edge(d, 0));
d.lrste.push(line_radius_shift_to_edge(d, 1));
})
//CB
.attr("x1", function (d) {
return d.source.x - d.lpfNeg1[0] + d.lrste[0][0];
})
.attr("y1", function (d) {
return d.source.y - d.lpfNeg1[1] + d.lrste[0][1];
})
.attr("x2", function (d) {
return d.target.x - d.lpfNeg1[0] + d.lrste[1][0];
})
.attr("y2", function (d) {
return d.target.y - d.lpfNeg1[1] + d.lrste[1][1];
});
textLink.each(function (d, i) {
applyGradient(this, "text", d, i)
});
node
.attr("transform", function (d) {
return "translate(" + d.x + "," + d.y + ")";
});
}
if (force.alpha() < 0.05)
drawLegend();
}
function getRandomInt() {
return Math.floor(Math.random() * (100000 - 0));
}
function applyGradient(line, interaction_type, d, i) {
var self = d3.select(line);
var current_gradient = self.style("stroke");
//current_gradient = current_gradient.substring(4, current_gradient.length - 1);
if (current_gradient.match("http")) {
var parts = current_gradient.split("/");
current_gradient = parts[-1];
} else {
current_gradient = current_gradient.substring(4, current_gradient.length - 1);
}
var new_gradient_id = "lg" + interaction_type + d.source.index + d.target.index; // + getRandomInt();
var from = d.source.size < d.target.size ? d.source : d.target;
var to = d.source.size < d.target.size ? d.target : d.source;
var mid_offset = 0;
var standardColor = "";
if (interaction_type == "call") {
mid_offset = d.inc_calls / (d.inc_calls + d.out_calls);
standardColor = "#438DCA";
} else {
mid_offset = d.inc_texts / (d.inc_texts + d.out_texts);
standardColor = "#70C05A";
}
/* recordTypes_ID = pluck(recordTypes, 'text');
whichRecordType = recordTypes_ID.indexOf(interaction_type);
standardColor = recordTypes[whichRecordType].color;
*/
mid_offset = mid_offset * 100;
mid_offset = mid_offset * 0.6 + 20; // scale so it doesn't hit the ends
lineLengthCalculation = function (x, y, x0, y0) {
return Math.sqrt((x -= x0) * x + (y -= y0) * y);
};
lineLength = lineLengthCalculation(from.px, from.py, to.px, to.py);
if (lineLength >= 0.1) {
var mark_size_percent = (mark_size / lineLength) * 100,
_offsetDiff = Math.round(mid_offset - mark_size_percent / 2) + "%",
_offsetSum = Math.round(mid_offset + mark_size_percent / 2) + "%",
defsUpdate = defs.selectAll("#" + new_gradient_id)
.data([{
x1: from.px,
y1: from.py,
x2: to.px,
y2: to.py
}]),
defsEnter = defsUpdate.enter().append("linearGradient")
.attr("id", new_gradient_id)
.attr("gradientUnits", "userSpaceOnUse"),
defsUpdateEnter = defsUpdate
.attr("x1", function (d) { return d.x1 })
.attr("y1", function (d) { return d.y1 })
.attr("x2", function (d) { return d.x2 })
.attr("y2", function (d) { return d.y2 }),
stopsUpdate = defsUpdateEnter.selectAll("stop")
.data([{
offset: "0%",
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: standardColor,
opacity: "1"
}, {
offset: _offsetDiff,
color: "#245A76",
opacity: "1"
}, {
offset: _offsetSum,
color: "#245A76",
opacity: "1"
}, {
offset: _offsetSum,
color: standardColor,
opacity: "1"
}, {
offset: _offsetSum,
color: standardColor,
opacity: "1"
}, {
offset: "100%",
color: standardColor,
opacity: "1"
}
]),
stopsEnter = stopsUpdate.enter().append("stop")
stopsUpdateEnter = stopsUpdate
.attr("offset", function (d) {
return d.offset;
})
.attr("stop-color", function (d) {
return d.color;
})
.attr("stop-opacity", function (d) {
return d.opacity;
})
self.style("stroke", "url(#" + new_gradient_id + ")")
//current_gradient && defs.select(current_gradient).remove(); /*CB Edit*/
}
} /*applyGradient*/
var linkedByIndex;
var width = $(window).width();
var height = $(window).height();
var svg = d3.select("body").append("svg")
.attr("width", width)
.attr("height", height);
var force;
var callLink;
var textLink;
var link;
var node;
var defs;
var marker;
var total_interactions = 0;
var max_interactions = 0;
function CreateVisualizationFromData() {
function chargeForNode(d, i) {
// main node
if (i == 0) {
return -25000;
}
// contains other links
else if (isConnectedToOtherThanMain(d)) {
return -2000;
} else {
return -1200;
}
}
// initial placement of nodes prevents overlaps
var xOffset = 10000,
yOffset = -10000,
central_x = width / 2,
central_y = height / 2;
data_nodes.forEach(function(d, i) {
if (i != 0) {
connected = isConnectedToOtherThanMain(d);
data_nodes[i].x = connected ? central_x + xOffset : central_x - xOffset;
data_nodes[i].y = connected ? central_y + yOffset : central_y - yOffset;
}
else {data_nodes[i].x = central_x; data_nodes[i].y = central_y;}})
force = d3.layout.force()
.nodes(data_nodes)
.links(data_links)
.charge(function (d, i) {
return chargeForNode(d, i)
})
.friction(0.6) // 0.6
.gravity(0.4) // 0.6
.size([width, height])
.start() //initialise alpha
.stop();
log.update(force.alpha());
call_links_data = data_links.filter(function(d) {
return (d.inc_calls + d.out_calls > 0)});
text_links_data = data_links.filter(function(d) {
return (d.inc_texts + d.out_texts > 0)});
//UPDATE
callLink = svg.selectAll(".call-line")
.data(call_links_data)
//ENTER
callLink.enter().append("line")
.attr('class', 'call-line');
//EXIT
callLink.exit().remove;
//UPDATE
textLink = svg.selectAll(".text-line")
.data(text_links_data)
//ENTER
textLink.enter().append("line")
.attr('class', 'text-line');
//EXIT
textLink.exit().remove;
//UPDATE
node = svg.selectAll(".node")
.data(data_nodes)
//CB the g elements are not needed because there is only one element
//in each node...
//ENTER
node.enter().append("g")
.attr("class", "node")
.append("circle")
.attr("r", node_radius)
.style("fill", function (d) {
return (d.index == 0) ? "#ffffff" : d.fill;
})
.style("stroke", function (d) {
return (d.index == 0) ? "#8C8C8C" : "#ffffff";
});
//EXIT
node.exit().remove;
defs = !(defs && defs.length) ? svg.append("defs") : defs;
marker = svg.selectAll('marker')
.data([{refX: 6+7, refY: 2, markerWidth: 6, markerHeight: 4}])
.enter().append("marker")
.attr("id", "arrowhead")
.attr("refX", function (d) { return d.refX })
.attr("refY", function (d) { return d.refY })
.attr("markerWidth", function (d) { return d.markerWidth })
.attr("markerHeight", function (d) { return d.markerHeight })
.attr("orient", "auto")
.append("path")
.attr("d", "M 0,0 V 4 L6,2 Z");
if (text_links_data.length > 0) {
//UPDATE + ENTER
textLink
.style("stroke-width", function stroke(d) {
return text_width(d)
})
.each(function (d, i) {
applyGradient(this, "text", d, i)
});
}
if (call_links_data.length > 0) {
//UPDATE + ENTER
callLink
.style("stroke-width", function stroke(d) {
return call_width(d)
})
.each(function (d, i) {
applyGradient(this, "call", d, i)
});
}
force
.on("tick", tick);
}
d3.select(document).on('click', (function () {
var _disp = d3.dispatch('stop_start')
return function (e) {
if (!_disp.on('stop_start') || _disp.on('stop_start') === force.stop) {
if (!_disp.on('stop_start')) {
_disp.on('stop_start', force.start)
} else {
_disp.on('stop_start', function () {
CreateVisualizationFromData();
force.start()
//force.alpha(0.5)
})
}
} else {
_disp.on('stop_start', force.stop)
}
_disp.stop_start()
}
})())
function drawLegend() {
var node_px = pluck(data_nodes, 'px');
var node_py = pluck(data_nodes, 'py');
var nodeLayoutRight = Math.max(maxArray(node_px));
var nodeLayoutBottom = Math.max(maxArray(node_py));
legend = svg.selectAll('.legend')
.data(recordTypes)
.enter()
.append('g')
.attr('class', 'legend')
.attr('transform', function (d, i) {
var rect_height = legendRectSize + legendSpacing;
var offset = rect_height * (recordTypes.length-1);
var horz = nodeLayoutRight + 15; /* - 2*legendRectSize; */
var vert = nodeLayoutBottom + (i * rect_height) - offset;
return 'translate(' + horz + ',' + vert + ')';
});
legend.append('rect')
.attr('width', legendRectSize)
.attr('height', legendRectSize)
.style('fill', function (d) {
return d.color
})
.style('stroke', function (d) {
return d.color
});
legend.append('text')
.attr('x', legendRectSize + legendSpacing)
.attr('y', legendRectSize - legendSpacing + 3)
.text(function (d) {
return d.text;
})
.style('fill', '#757575');
}
var line_width_factor = 10.0 // width for the widest line
function call_width(d) {
return (d.inc_calls + d.out_calls) / max_interactions * line_width_factor;
}
function text_width(d) {
return (d.inc_texts + d.out_texts) / max_interactions * line_width_factor;
}
function total_width(d) {
return (d.inc_calls + d.out_calls + d.inc_texts + d.out_texts) / max_interactions * line_width_factor + line_diff;
}
function line_perpendicular_shift(d, direction) {
theta = getAngle(d);
theta_perpendicular = theta + (Math.PI / 2) * direction;
lineWidthOfOppositeLine = direction == 1 ? text_width(d) : call_width(d);
shift = lineWidthOfOppositeLine / 2;
delta_x = (shift + line_diff) * Math.cos(theta_perpendicular)
delta_y = (shift + line_diff) * Math.sin(theta_perpendicular)
return [delta_x, delta_y]
}
function line_radius_shift_to_edge(d, which_node) { // which_node = 0 if source, = 1 if target
theta = getAngle(d);
theta = (which_node == 0) ? theta : theta + Math.PI; // reverse angle if target node
radius = (which_node == 0) ? node_radius(d.source) : node_radius(d.target) // d.source and d.target refer directly to the nodes (not indices)
radius -= 2; // add stroke width
delta_x = radius * Math.cos(theta)
delta_y = radius * Math.sin(theta)
return [delta_x, delta_y]
}
function getAngle(d) {
rel_x = d.target.x - d.source.x;
rel_y = d.target.y - d.source.y;
return theta = Math.atan2(rel_y, rel_x);
}