1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
|
// TODO rename classes (weightVis etc.)
var WeightVisWrapper = (function() {
var attributeNames =
["CRIM", "ZN", "INDUS", "CHAS", "NOX", "RM", "AGE", "DIS", "RAD", "TAX", "PTRATIO", "B", "LSTAT"];
function WeightVisWrapper() {
this.container = d3.select("body").append("div").remove();
this.svgContainer = this.container.append("div");
this.controlContainer = this.container.append("div");
this.controlBarAttached = false;
this.svg = this.svgContainer.append("svg");
this.netVisualizer = new NetVisualizer(this.svg);
this.resizeHooks = [];
this.readyHooks = [];
this.ready = false;
this.svgContainer
.style("margin-top", "1.5em")
.style("margin-bottom", "1em")
.style("height", "75%") // TODO find optimal height
.style("width", "100%");
this.spinner = this.container.append("div")
.attr("class", "mdl-spinner mdl-js-spinner mdl-spinner--single-color is-active spinner")
.style("position", "absolute")
.style("left", "50%")
.style("top", "50%");
componentHandler.upgradeElement(this.spinner.node());
// TODO move controlContainer out of weightVisWrapper
this.controlContainer
.style("margin-left", "auto")
.style("margin-right", "auto")
.style("width", "50%");
this.button = this.controlContainer.append("button")
.attr("class", "mdl-button mdl-js-button mdl-button--fab mdl-js-ripple-effect mdl-button--colored")
.attr("data-pressed", "false")
.style("float", "left");
this.button.append("i")
.attr("class", "material-icons play")
.text("play_arrow");
this.button.append("i")
.attr("class", "material-icons pause")
.style("display", "none")
.text("pause");
componentHandler.upgradeElement(this.button.node());
var sliderContainer = this.controlContainer.append("p")
.style("margin-top", "1.4em");
this.slider = sliderContainer.append("input")
.attr("class", "mdl-slider mdl-js-slider visSlider")
.attr("type", "range")
.attr("min", "0")
.attr("max", "1")
.attr("value", "0")
.attr("tabindex", "0");
componentHandler.upgradeElement(this.slider.node());
}
WeightVisWrapper.prototype.load = function(url, callback) {
var self = this;
this.netVisualizer.load(url, function() { self.loaded(callback); });
};
WeightVisWrapper.prototype.mock = function(shape, callback) {
var self = this;
this.hideControlBar;
this.netVisualizer.mock(shape, function() { self.loaded(callback); });
};
WeightVisWrapper.prototype.loaded = function(callback) {
var self = this;
var inputNodes = this.svg.selectAll(".layer-1")[0];
if (inputNodes.length == attributeNames.length) {
// TODO too specialized to be abstract
for (node=0; node<inputNodes.length; node++) {
this.svg
.append("text")
.attr("class", "attribute")
.attr("text-anchor", "middle")
.attr("font-weight", "bold")
.attr("font-size", attrFontSize + "px")
.attr("pointer-events", "none") // disable hovering
.attr("cursor", "default")
.text(attributeNames[node]);
}
}
this.resizeHooks.push(function() { self.netVisualizer.reposition(); });
this.resizeHooks.push(function() { self.placeAttributes(); });
this.netVisualizer.hookStepper(function(step) { self.slider.node().MaterialSlider.change(step); });
this.netVisualizer.hookStop(function() {
self.button.attr("data-pressed", "false");
self.button.select(".play").style("display", "");
self.button.select(".pause").style("display", "none");
if (self.slider.node().value >= self.slider.node().max * 0.95) {
self.slider.node().MaterialSlider.change(0); // wrap at right end
}
});
this.slider.attr("max", this.steps()-1);
this.slider.node().addEventListener("input", function() { self.jumpTo(this.value); });
this.button.node().addEventListener("click", function toggle() {
if (self.button.attr("data-pressed") != "true") {
var step = self.slider.node().value;
self.netVisualizer.animate(15, 10, step);
self.button.attr("data-pressed", "true");
self.button.select(".play").style("display", "none");
self.button.select(".pause").style("display", "");
} else {
self.netVisualizer.stopAnimation();
self.button.attr("data-pressed", "false");
self.button.select(".play").style("display", "");
self.button.select(".pause").style("display", "none");
}
});
this.ready = true;
callback();
this.readyHooks.forEach(function(hook) { hook(); });
};
WeightVisWrapper.prototype.afterLoad = function(cb) {
if (!this.ready) {
this.readyHooks.push(cb);
} else {
cb();
}
};
var attrFontSize = 20;
WeightVisWrapper.prototype.placeAttributes = function() {
var inputNodes = this.svg.selectAll(".layer-1")[0];
var attrs = this.svg.selectAll(".attribute")[0];
for (node=0; node<inputNodes.length; node++) {
var iNode = d3.select(inputNodes[node]);
d3.select(attrs[node])
.attr("x", iNode.attr("cx"))
.attr("y", Math.floor(parseInt(iNode.attr("cy")) + attrFontSize / 2));
}
};
WeightVisWrapper.prototype.addPlaceholder = function(el) {
el.appendChild(this.spinner.node().cloneNode(true));
};
WeightVisWrapper.prototype.openIn = function(el, withControlbar) {
d3.select(el).select(".spinner").remove();
el.appendChild(this.svgContainer.node());
if (withControlbar) {
el.appendChild(this.controlContainer.node());
this.controlBarAttached = true;
} else {
this.controlBarAttached = false;
}
this.reposition();
};
WeightVisWrapper.prototype.remove = function(el) {
if (this.controlBarAttached) {
this.svgContainer.node().parentNode.removeChild(this.controlContainer.node());
}
this.svgContainer.node().parentNode.appendChild(this.spinner.node().cloneNode(true));
this.svgContainer.node().parentNode.removeChild(this.svgContainer.node());
this.netVisualizer.stopAnimation();
this.slider.node().MaterialSlider.change(0);
};
WeightVisWrapper.prototype.reposition = function() {
this.svg
.style("width", this.svgContainer.style("width"))
.style("height", this.svgContainer.style("height"));
this.resizeHooks.forEach(function (hook) { hook(); });
this.netVisualizer.reposition();
};
WeightVisWrapper.prototype.animate = function(secs, steps) {
this.netVisualizer.animate(secs, steps);
this.button.attr("data-pressed", "true");
this.button.select(".play").style("display", "none");
this.button.select(".pause").style("display", "");
};
WeightVisWrapper.prototype.jumpTo = function(step) {
this.netVisualizer.showStep(step);
};
WeightVisWrapper.prototype.steps = function() {
return this.netVisualizer.getSteps();
};
WeightVisWrapper.prototype.calculate = function(inputs, step) {
// returns the final layer's outputs
return this.netVisualizer.activate(inputs, step).pop();
};
WeightVisWrapper.prototype.activate = function(inputs, step) {
this.netVisualizer.visualActivate(inputs, step);
};
return WeightVisWrapper;
})();
/* helps with impress.js' stepenter/stepleave events */
// TODO move into its own file
// TODO must be a step's direct child
// TODO not steppable
var VisIntegrater = (function() {
function VisIntegrater(enterCb, leaveCb, selector) {
var self = this;
this.slide = document.currentScript.parentElement;
this.container = d3.select(this.slide).select(selector);
this.slide.addEventListener("impress:stepenter", function() {
enterCb(self.slide);
});
this.slide.addEventListener("impress:stepleave", function() {
leaveCb(self.slide);
});
}
return VisIntegrater;
})();
|
