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<!doctype html>
<html>
<head>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css" integrity="sha384-Gn5384xqQ1aoWXA+058RXPxPg6fy4IWvTNh0E263XmFcJlSAwiGgFAW/dAiS6JXm" crossorigin="anonymous">
<script src="https://code.jquery.com/jquery-3.3.1.js" integrity="sha256-2Kok7MbOyxpgUVvAk/HJ2jigOSYS2auK4Pfzbm7uH60=" 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 src="https://cdnjs.cloudflare.com/ajax/libs/vue/2.5.16/vue.js" integrity="sha256-CMMTrj5gGwOAXBeFi7kNokqowkzbeL8ydAJy39ewjkQ=" crossorigin="anonymous"></script>
<script src="https://cdn.jsdelivr.net/npm/lodash@4.17.10/lodash.js" integrity="sha256-qwbDmNVLiCqkqRBpF46q5bjYH11j5cd+K+Y6D3/ja28=" crossorigin="anonymous"></script>
<script src="https://unpkg.com/split.js@1.3.5/split.js" integrity="sha384-zUUFqW6+QulITI/GAXB5UnHBryKHEZp4G+eNNC1/3Z3IJ+6CZRSFcdl4f7gCa957" crossorigin="anonymous"></script>
<style>
[v-cloak] {
display: none;
}
body, html { height: 100vh; }
#app {
border: 0;
margin: 0;
padding: 0;
height: 100vh;
width: 100vw;
}
table.pane {
float: left;
display: inline-table;
border: 0;
margin: 0;
padding: 0;
border-spacing: 0;
height: 100vh;
width: 50vw;
}
.gutter-horizontal {
float: left;
height: 100vh;
background-color: #eee;
cursor: ew-resize;
}
.palette, .preview {
height: 100%;
overflow-y: scroll;
text-align: center;
}
.unitviz, .unitviz .modal-header, .unitviz .modal-body, .unitviz .modal-footer {
font-family: Arial;
font-size: 15px;
}
.unitgrid {
text-align: center;
border-spacing: 5px;
border-collapse: separate;
max-height: 100%;
}
.unitgrid .info {
text-align: left;
display: block;
position: absolute;
top: 0;
color: white;
}
.unitgrid .layername {
}
.unitgrid .unitnum {
}
.unitlabel {
font-weight: bold;
line-height: 1;
position: absolute;
bottom: 0;
color: white;
white-space: nowrap;
}
.lowscore .unitlabel {
color: silver;
}
.thumbcrop {
overflow: hidden;
width: 72px;
height: 72px;
}
.thumbcrop img, .img-scroller img {
image-rendering: pixelated;
}
.unit {
display: inline-block;
background: white;
padding: 0;
margin: 2px;
box-shadow: 0 5px 12px grey;
overflow: hidden;
height: 72px;
width: 72px;
position: relative;
user-select: none;
}
.unit.ablated .ablationmark::after,
.selmodeablation .unit.dragged .ablationmark::after {
content: '\2716';
bottom: 0;
}
.unit.inserted .insertionmark::after,
.selmodeinsertion .unit.dragged .insertionmark::after {
content: '\2713';
font-weight: bold;
text-shadow: 0 0 #000;
bottom: 10px;
}
.ablationmark::after, .insertionmark::after {
line-height: 1;
position: absolute;
right: 0;
}
.unit.ablated .ablationmark {
color: red;
}
.unit.inserted .insertionmark {
color: lime;
}
.unit.dragged {
opacity: 0.8;
}
.selmodeablation .unit.dragged .ablationmark,
.selmodeinsertion .unit.dragged .insertionmark {
color: yellow;
}
.iou {
display: inline-block;
float: right;
}
.modal .big-modal {
width:auto;
max-width:90%;
max-height:80%;
}
.modal-title {
display: inline-block;
}
.footer-caption {
float: left;
width: 100%;
}
.histogram {
text-align: center;
margin-top: 3px;
}
.img-wrapper {
text-align: center;
}
.big-modal img {
max-height: 60vh;
}
.img-scroller {
overflow-x: scroll;
}
.img-scroller .img-fluid {
max-width: initial;
}
.gridheader {
font-size: 12px;
margin-bottom: 10px;
margin-left: 30px;
margin-right: 30px;
}
.gridheader:after {
content: '';
display: table;
clear: both;
}
.sortheader {
float: right;
cursor: default;
}
.layerinfo {
float: left;
}
.sortby {
text-decoration: underline;
cursor: pointer;
}
.sortby.currentsort {
text-decoration: none;
font-weight: bold;
cursor: default;
}
.bg-inverse {
background: #021B54;
}
.layout {
width: 50%;
vertical-align: top;
}
.chooser-cell {
height: 100px;
background: #021B54;
color: white;
padding: 5px 5px 0;
}
.examplepair {
display: inline-block;
margin: 2px;
position: relative;
line-height: 0;
}
.exampleid {
position: absolute;
line-height: 1;
font-size: large;
font-weight: bold;
text-shadow: -1px 2px #000, 1px 2px #000;
bottom: 0;
color: white;
z-index: 1;
}
.querymark, .editmark {
position: absolute;
background: rgba(255,0,0,0.5);
width: 10px;
height: 10px;
margin: -5px;
border-radius: 5px;
top: 0;
left: 0;
pointer-events: none;
}
.editmark {
background: rgba(0,255,0,0.5);
}
.chooser-cell input[type=button] {
border-radius: 5px; padding: 0 5px;
}
</style>
</head>
<body class="unitviz">
<div id="app" :class="['selmode' + selection_mode]" v-cloak>
<table class="pane" id="leftpane">
<tr>
<td class="chooser-cell">
<div v-if="dissect">
<p>
<label for="selmode-ablation-radio">
<input type="radio" id="selmode-ablation-radio"
value="ablation" v-model="selection_mode">
<span style="color:red">&#x2716;</span>
Choose units to ablate.</label>
<label for="selmode-insertion-radio">
<input type="radio" id="selmode-insertion-radio"
value="insertion" v-model="selection_mode">
<span style="color:lime;font-weight:bold">&#x2713;</span>
Choose units to insert.</label>
</p>
<label for="ranking-radio">
<input type="radio" id="ranking-radio" value="ranking" v-model="palette_mode">
Show all units in
<select v-model="palette_layer" v-on:change="palette_mode='ranking'">
<option v-for="(lrec, lind) in dissect.layers" :value="lind"
>{{lrec.layer}}</option>
</select>,
sorted by
<template v-for="lrec in [dissect.layers[palette_layer]]">
<select v-model="sort_order" v-on:change="palette_mode='ranking'">
<option v-for="rank in lrec['rankings']" :value="rank.name"
>{{rank.name}}</option>
</select>
</template>
</label><br>
<label for="ablation-radio">
<input type="radio" id="ablation-radio" value="ablation" v-model="palette_mode">
Show current ablation
({{ _.sum(_.map(selected_ablation,
function(x) { return _.sum(x)} ))
}} units ablated)</label>
<input type="button" value="Reset" v-on:click="resetselection('ablation')">
<input type="button" :value="'Invert ' + dissect.layers[palette_layer].layer"
v-on:click="invertselection('ablation')"><br>
<label for="insertion-radio">
<input type="radio" id="insertion-radio" value="insertion"
v-model="palette_mode">
Show current insertion
({{ _.sum(_.map(selected_insertion,
function(x) { return _.sum(x)} ))
}} units inserted)</label>
<input type="button" value="Reset" v-on:click="resetselection('insertion')">
<input type="button" :value="'Invert ' + dissect.layers[palette_layer].layer"
v-on:click="invertselection('insertion')"><br>
<label for="query-radio">
<input type="radio" id="query-radio" value="query" v-model="palette_mode"
:disabled="!(dissect.layers[palette_layer].layer in query_ranking)">
Units in {{ dissect.layers[palette_layer].layer }}
by
<select v-model="query_stat">
<option value="mean_quantile">quantile of average</option>
<option value="max_quantile">quantile of maximum</option>
<option value="mean">average activation</option>
<option value="max">maximum activation</option>
</select>
activation on <span style="color:red">&#x25cf;</span> selected pixels of
{{ currentquery.map(x => 'image #' + x.id).join(', ') || 'an image' }}.
</label>
</div>
</td>
</tr>
<tr>
<td class="layout">
<div class="palette" v-if="dissect">
<div class="unitgrid"
><div :class="{unit: true, lowscore: !urec.interp,
ablated: (selected_ablation[urec.layer][urec.unit] > 0),
inserted: (selected_insertion[urec.layer][urec.unit] > 0),
dragged: (dragging.active &&
((dragging.first <= ordernum && ordernum <= dragging.last) ||
(dragging.last <= ordernum && ordernum <= dragging.first)))
}"
v-for="urec, ordernum in palette_units"
:data-ordernum="ordernum"
>
<template v-if="sort_order.indexOf('-') < 0"
><div v-if="'iou_label' in urec" class="unitlabel"
>{{urec.iou_label}}</div></template>
<div class="info"
><span class="layername">{{urec.layer}}</span
> <span class="unitnum">{{urec.unit}}</span>
</div>
<div class="thumbcrop"
><img
:src="urec.dirname + '/s-image/' + urec.unit + '-top.jpg'"
height="72"
></div>
<div class="ablationmark"></div>
<div class="insertionmark"></div>
</div> <!-- end unit -->
</div> <!-- end unitgrid -->
</div> <!-- end palette -->
</td>
</tr>
</table> <!-- end pane -->
<table class="pane" id="rightpane">
<tr>
<td rowspan="2" class="layout">
<div class="preview" v-if="dissect">
<p>Seeds to generate <input size="30" v-model="image_numbers"></p>
<p style="text-align: left">
To transfer activations from one pixel to another (1) click on a source pixel
on the left image and (2) click on a target pixel on a right image,
then (3) choose a set of units to insert in the palette.</p>
<div v-for="ex in examples" class="examplepair">
<div class="exampleid">#{{ ex.id }}</div>
<img :src="ex.baseline" style="max-width:50%;"
:data-imgid="ex.id"
data-side="left"
v-on:click="clickexample"
><img :src="ex.modified" style="max-width:50%;"
:data-imgid="ex.id"
data-side="right"
v-on:click="clickexample"
><div class="querymark" v-if="ex.mask" :style="{
top: ((ex.mask.bitbounds[0] + ex.mask.bitbounds[2]) / 0.02
/ ex.mask.shape[0]) + '%',
left: ((ex.mask.bitbounds[1] + ex.mask.bitbounds[3]) / 0.04
/ ex.mask.shape[1]) + '%'}"
></div><div class="editmark" v-if="ex.edit" :style="{
top: ((ex.edit.bitbounds[0] + ex.edit.bitbounds[2]) / 0.02
/ ex.edit.shape[0]) + '%',
left: ((ex.edit.bitbounds[1] + ex.edit.bitbounds[3]) / 0.04
/ ex.edit.shape[1]) + 50 + '%'}"
></div>
</div>
</div>
</td>
</tr>
</table>
</div> <!-- end app -->
<div class="modal" id="lightbox">
<div class="modal-dialog big-modal" role="document">
<div class="modal-content">
<div class="modal-header">
<h5 class="modal-title"></h5>
<button type="button" class="close"
data-dismiss="modal" aria-label="Close">
<span aria-hidden="true">&times;</span>
</button>
</div>
<div class="modal-body">
<div class="img-wrapper img-scroller">
<img class="fullsize img-fluid">
</div>
</div>
<div class="modal-footer">
<div class="footer-caption">
</div>
</div>
</div>
</div>
</div>
<script>
$(document).on('click', '[data-toggle=lightbox]', function(event) {
$('#lightbox img').attr('src', $(this).attr('href'));
$('#lightbox .modal-title').text($(this).data('title') ||
$(this).closest('.unit').find('.unitlabel').text());
$('#lightbox .footer-caption').text($(this).data('footer') ||
$(this).closest('.unit').find('.info').text());
event.preventDefault();
$('#lightbox').modal();
$('#lightbox img').closest('div').scrollLeft(0);
});
$(document).on('mousedown', '.unit', function(event) {
if (!(event.buttons & 1)) return;
var layer = $(event.currentTarget).find('.info .layername').text();
var unit = $(event.currentTarget).closest('.unit').data('ordernum');
theapp.dragging.active = true;
theapp.dragging.first = unit;
theapp.dragging.last = unit;
event.preventDefault();
});
$(document).on('mouseup', function(event) {
if (!theapp.dragging.active) { return; }
theapp.dragging.active = false;
var first_sel = $('.unit').filter(function(i, elt) {
return elt.dataset.ordernum == theapp.dragging.first;
}).map(function(i, elt) {
return {layer: $(elt).find('.layername').text(),
unit: $(elt).find('.unitnum').text()}; })[0];
var selected = $('.unit').filter(function(i, elt) {
return (theapp.dragging.first <= elt.dataset.ordernum &&
elt.dataset.ordernum <= theapp.dragging.last) ||
(theapp.dragging.last <= elt.dataset.ordernum &&
elt.dataset.ordernum <= theapp.dragging.first); })
.map(function(i, elt) {
return {layer: $(elt).find('.layername').text(),
unit: $(elt).find('.unitnum').text()}; });
if (selected.length) {
var selection = 'selected_' + theapp.selection_mode;
var mode = 1 - theapp[selection][first_sel.layer][first_sel.unit];
for (u of selected) {
theapp[selection][u.layer].splice(u.unit, 1, mode);
}
theapp.selectionchange();
}
});
$(document).on('mouseenter', '.unit', function(event) {
if (!(event.buttons & 1)) { theapp.dragging.active = false; }
if (!theapp.dragging.active) return;
theapp.dragging.last =
$(event.currentTarget).closest('.unit').data('ordernum');
});
$(function() {
window.Split(['#leftpane', '#rightpane'], {
sizes: [50, 50],
minSize: 280,
snapOffset: 0,
});
});
var theapp = new Vue({
el: '#app',
data: {
palette_mode: 'ranking',
sort_order: 'unit',
palette_layer: null,
selected_ablation: null,
selected_insertion: null,
selection_mode: 'ablation',
dragging: { active: false, first: null, last: null },
recipe: null,
dissect: null,
image_numbers: '10-19',
examples: _.range(10, 20).map(function(x) {
return {id: x, baseline: '', modified: '', mask: null, edit: null}; }),
query_stat: 'mean_quantile',
query_ranking: {},
},
created: function() {
var self = this;
$.getJSON('dissect.json?' + Math.random(), function(d) {
self.selected_ablation = {};
self.selected_insertion = {};
for (var layer of d.layers) {
// Preprocess ranking records to sort them.
for (var rank of layer.rankings) {
if (!('ranking' in rank)) {
rank.ranking = rank.score.map((score, index) => [score, index])
.sort(([score1], [score2]) => score1 - score2)
.map(([, index]) => index);
}
}
// Note layer in each unit record to simplify mixing.
for (var urec of layer.units) {
urec.layer = layer.layer;
urec.dirname = layer.dirname;
}
Vue.set(self.selected_ablation, layer.layer,
_.fill(Array(layer.units.length), 0));
Vue.set(self.selected_insertion, layer.layer,
_.fill(Array(layer.units.length), 0));
}
self.dissect = d;
self.sort_order = d.default_ranking;
self.palette_layer = Math.floor((d.layers.length - 1) / 2);
});
this.selectionchange();
},
computed: {
currentquery: function() {
var regions = [];
for (var ex of this.examples) {
if (ex.mask) {
regions.push({id: ex.id, mask: ex.mask});
}
}
return regions;
},
palette_units: function() {
if (this.palette_mode == 'ranking') {
// Order units according to an iou-matching sort order.
var lrec = this.dissect.layers[this.palette_layer];
var ranking = _.find(lrec.rankings, x=>x.name == this.sort_order);
return ranking.ranking.map(x => lrec.units[x]);
} else if (this.palette_mode == 'ablation' ||
this.palette_mode == 'insertion') {
// Show units involved in the edit
var result = [];
var selectionname = 'selected_' + this.palette_mode;
for (var lrec of this.dissect.layers) {
var sel = this[selectionname][lrec.layer];
for (var u in sel) {
if (sel[u] > 0) {
result.push(lrec.units[u]);
}
}
}
return result;
} else if (this.palette_mode == 'query') {
// Order units according to query ranking
var lrec = this.dissect.layers[this.palette_layer];
var ranking = this.query_ranking[lrec.layer];
return ranking.ranking.map(x => lrec.units[x]);
}
}
},
watch: {
query_stat: function() {
this.querychange();
},
palette_layer: function(val) {
// If sort_order is not available at this layer, reset it to default.
var self = this;
if (!_.find(self.dissect.layers[val].rankings,
function(x) { return x.name == self.sort_order; })) {
self.sort_order = self.dissect.default_ranking;
}
},
image_numbers: function(val) {
// Parse a series of image numbers
var max_examples = 1000;
var rs = val.replace(/[^-\d]+/g, ' ').replace(/\s*-\s*/g, '-').split(' ');
var indexes = [];
for (var r of rs) {
if (r.match(/\d+-\d+/)) {
for (var i = parseInt(r.split('-')[0]);
i <= parseInt(r.split('-')[1]); i++) {
indexes.push(i);
}
} else if (r.match(/\d+/)) {
indexes.push(parseInt(r));
} else if (indexes.length == 0) {
indexes.push(0);
}
if (indexes.length >= max_examples) { break; }
}
// Update examples to match.
var modified = false;
var examples = this.examples;
for (i = 0; i < indexes.length; i++) {
if (i >= examples.length) {
examples.push({id: indexes[i], baseline: '', modified: '',
mask: null });
modified = true
} else if (examples[i].id != indexes[i]) {
examples[i].id = indexes[i];
examples[i].baseline = '';
examples[i].modified = '';
examples[i].mask = null;
examples[i].edit = null;
modified = true
}
}
if (examples.length > indexes.length) {
examples.splice(indexes.length, examples.length - indexes.length);
modified = true
}
if (modified) {
this.generate_examples([], _.range(examples.length), true);
this.selectionchange();
}
}
},
methods: {
hashchange: function() {
this.palette_layer = +window.location.hash.substr(1) || 0;
},
resetselection: function(mode) {
var selection = 'selected_' + (mode);
console.log(selection);
for (var layer in this[selection]) {
this[selection][layer] = _.fill(Array(this[selection][layer].length),0);
}
this.selectionchange();
},
invertselection: function(mode) {
var layer = this.dissect.layers[this.palette_layer].layer;
var selection = 'selected_' + (mode);
var sel = this[selection][layer];
for (var u in sel) {
sel.splice(u, 1, 1 - sel[u]);
}
this.selectionchange();
},
selectionchange: function() {
var edited_indices = [];
var unedited_indices = [];
var ca = this.currentablations();
for (var i in this.examples) {
var ci = this.currentinsertion(ca, i);
if (ci) {
edited_indices.push({intervention: ci, index: i});
} else{
unedited_indices.push(i);
}
}
if (!window.skipupdate && unedited_indices.length) {
this.generate_examples(ca, unedited_indices, false);
}
for (var r of edited_indices) {
this.generate_examples(r.intervention, [r.index], false);
}
},
currentablations: function() {
var ablations = [];
if (this.selected_ablation) {
for (var layer in this.selected_ablation) {
for (var unit in this.selected_ablation[layer]) {
if (this.selected_ablation[layer][unit] > 0) {
ablations.push({
layer: layer,
unit: parseInt(unit),
alpha: this.selected_ablation[layer][unit],
});
}
}
}
}
return ablations.length ? [{ablations: ablations}] : [];
},
currentinsertion: function(currentablations, exindex) {
if (!this.examples[exindex].edit || !this.selected_insertion) {
return null;
}
var insertions = [];
for (var layer in this.selected_insertion) {
for (var unit in this.selected_insertion[layer]) {
if (this.selected_insertion[layer][unit] > 0) {
insertions.push({
layer: layer,
unit: parseInt(unit),
alpha: this.selected_insertion[layer][unit],
value: this.query_ranking && layer in this.query_ranking &&
this.query_ranking[layer].activation[unit] || 0
});
}
}
}
var result = _.clone(currentablations);
result.push({ablations: insertions, mask: this.examples[exindex].edit});
return result;
},
querychange: function() {
this.query_regions(this.currentquery, this.currentablations());
},
query_regions: function(regions, intervention) {
if (!_.keys(regions).length) {
return;
}
var ids = regions.map(x => x.id);
var masks = regions.map(x => x.mask);
var self = this;
$.post({
url: '/api/features',
data: JSON.stringify({
project: this.currentproject(),
ids: ids,
masks: masks,
// layers: [this.dissect.layers[this.palette_layer].layer],
layers: this.dissect.layers.map(x => x.layer),
// interventions: intervention,
}),
headers: {
"Content-type": "application/json; charset=UTF-8"
},
success: function(resp) {
var statname = self.query_stat;
var actname = statname.replace('_quantile', '');
var stats = resp.res;
var result = {};
for (var layer in stats) {
result[layer] = {
score: stats[layer][statname],
ranking: stats[layer][statname]
.map((score, index) => [score, index])
.sort(([score1], [score2]) => score2 - score1)
.map(([, index]) => index),
activation: stats[layer][actname]};
}
self.query_ranking = result;
self.palette_mode = 'query';
// If there are any insertions, now the edit has changed
if (_.sum(_.map(self.selected_insertion, x => _.sum(x))) > 0) {
self.selectionchange();
}
},
dataType: 'json'
});
},
clickexample: function(ev) {
var elt = ev.currentTarget;
var imgid = elt.dataset.imgid * 1;
var side = elt.dataset.side;
var w = elt.naturalWidth;
var h = elt.naturalHeight;
var x = Math.round((ev.pageX - $(elt).offset().left) * (w / elt.width));
var y = Math.round((ev.pageY - $(elt).offset().top) * (h / elt.height));
// Clear all masks and leave one mask with one pixel chosen.
var field = (side == 'right') ? 'edit' : 'mask'
for (var ex of this.examples) {
if (ex.id != imgid) {
Vue.set(ex, field, null);
} else {
Vue.set(ex, field, {
shape: [h, w],
bitbounds: [y, x, y+1, x+1],
bitstring: '1'
});
}
}
if (field == 'edit') {
this.selection_mode = 'insertion';
this.selectionchange();
} else {
this.querychange();
}
},
generate_examples: function(intervention, example_indexes, baseline_only) {
var self = this;
var ids = example_indexes.map(x => self.examples[x].id);
$.post({
url: '/api/generate',
data: JSON.stringify({
project: this.currentproject(),
wantz: 0,
ids: ids,
interventions: intervention
}),
headers: {
"Content-type": "application/json; charset=UTF-8"
},
success: function(resp) {
for (var j in resp.res) {
var i = example_indexes[j];
if (self.examples[i].id == ids[j]) {
if (!baseline_only) {
self.examples[i].modified = resp.res[j].d;
}
if (!intervention || !intervention.length) {
self.examples[i].baseline = resp.res[j].d;
}
}
}
},
dataType: 'json'
});
},
currentproject: function() {
return location.pathname.match(/\/data\/([^\/]*)/)[1];
}
},
filters: {
fixed: function(value, digits, truncate) {
if (typeof value != 'number') return value;
var fixed = value.toFixed(digits);
return truncate ? +fixed : fixed;
}
}
});
</script>
</body>
</html>