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<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js"></script>
<div id="bertviz-443d6dcca06543e6abf7a66300c78185" style="font-family:'Helvetica Neue', Helvetica, Arial, sans-serif;">
<span style="user-select:none">
</span>
<div id='vis'></div>
</div>
<script type="text/javascript">
/**
* @fileoverview Transformer Visualization D3 javascript code.
*
* Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js
*
* Change log:
*
* 02/01/19 Jesse Vig Initial implementation
* 12/31/20 Jesse Vig Support multiple visualizations in single notebook.
* 01/19/21 Jesse Vig Support light/dark modes
* 02/06/21 Jesse Vig Move require config from separate jupyter notebook step
* 05/03/21 Jesse Vig Adjust visualization height dynamically
* 03/23/22 Daniel SC Update requirement URLs for d3 and jQuery (source of bug not allowing end result to be displayed on browsers)
**/
require.config({
paths: {
d3: 'https://cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',
jquery: 'https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.0/jquery.min',
}
});
requirejs(['jquery', 'd3'], function($, d3) {
const params = {"attention": [{"name": null, "attn": [[[[0.06315483152866364, 0.14339445531368256, 0.047933418303728104, 0.05540066584944725, 0.12014462798833847, 0.153189018368721, 0.10936512053012848, 0.30741792917251587], [0.12312687933444977, 0.13175523281097412, 0.10043255984783173, 0.08480162918567657, 0.15930278599262238, 0.15855289995670319, 0.12094683945178986, 0.1210811585187912], [0.09857060760259628, 0.08521799743175507, 0.11271296441555023, 0.17734813690185547, 0.06624244898557663, 0.09035518020391464, 0.20119082927703857, 0.1683618724346161], [0.08512796461582184, 0.11986274272203445, 0.16958323121070862, 0.06989941000938416, 0.10254485160112381, 0.11712728440761566, 0.12456885725259781, 0.2112855762243271], [0.09311872720718384, 0.08016280829906464, 0.11961990594863892, 0.08914241939783096, 0.3007845878601074, 0.08315695077180862, 0.10776905715465546, 0.12624546885490417], [0.10440167039632797, 0.12482228875160217, 0.10604660958051682, 0.08236846327781677, 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0.049953266978263855, 0.8436486721038818], [0.002564776688814163, 0.0034776595421135426, 0.009413441643118858, 0.0020298422314226627, 0.0014242999022826552, 0.001761795487254858, 0.0030283781234174967, 0.9762998223304749]], [[0.38257360458374023, 0.04088577628135681, 0.0696193277835846, 0.13914760947227478, 0.11840292811393738, 0.032414473593235016, 0.12465210258960724, 0.09230409562587738], [0.05751601979136467, 0.18608693778514862, 0.05072709172964096, 0.20578394830226898, 0.2195420116186142, 0.10996498912572861, 0.013392694294452667, 0.1569862961769104], [0.02069350704550743, 0.037244539707899094, 0.6138371825218201, 0.08285770565271378, 0.02878694236278534, 0.014696511439979076, 0.009791892021894455, 0.19209176301956177], [0.004321312997490168, 0.007105505559593439, 0.007300211116671562, 0.8830300569534302, 0.0707738921046257, 0.009010703302919865, 0.002584723522886634, 0.015873590484261513], [0.006139015778899193, 0.009145542047917843, 0.00392910884693265, 0.14301566779613495, 0.7943958640098572, 0.02960933744907379, 0.0023374625016003847, 0.011428014375269413], [0.038334574550390244, 0.043616048991680145, 0.026090824976563454, 0.15925534069538116, 0.37613585591316223, 0.22889576852321625, 0.03620977699756622, 0.09146180748939514], [0.017129674553871155, 0.007811039686203003, 0.01729549653828144, 0.014017364010214806, 0.02135518752038479, 0.02427932433784008, 0.10404263436794281, 0.794069230556488], [0.002522854832932353, 0.00479835644364357, 0.01049922127276659, 0.005023845471441746, 0.004545670934021473, 0.008220614865422249, 0.004663595464080572, 0.9597257971763611]], [[0.2978686988353729, 0.09310438483953476, 0.04669283330440521, 0.16484451293945312, 0.18172843754291534, 0.10060155391693115, 0.09223604947328568, 0.022923557087779045], [0.1369084268808365, 0.1716628521680832, 0.06476994603872299, 0.10037033259868622, 0.2077617049217224, 0.13412059843540192, 0.04458914324641228, 0.1398169994354248], [0.05623653903603554, 0.050581321120262146, 0.14037096500396729, 0.01272588036954403, 0.017804063856601715, 0.02657696232199669, 0.06594859808683395, 0.6297557353973389], [0.16498710215091705, 0.10856812447309494, 0.024020258337259293, 0.053289543837308884, 0.14389820396900177, 0.06344239413738251, 0.04576880857348442, 0.3960255980491638], [0.2004174292087555, 0.1018274649977684, 0.022639526054263115, 0.053965549916028976, 0.13869331777095795, 0.13263916969299316, 0.10926152765750885, 0.24055598676204681], [0.16390903294086456, 0.1190367266535759, 0.033159978687763214, 0.05545217543840408, 0.20927739143371582, 0.17883160710334778, 0.12036841362714767, 0.11996469646692276], [0.02600555680692196, 0.021936671808362007, 0.04235789179801941, 0.02508307248353958, 0.02179611474275589, 0.02837943471968174, 0.13508163392543793, 0.699359655380249], [0.024716315791010857, 0.011907556094229221, 0.016073545441031456, 0.008468305692076683, 0.006418353877961636, 0.009417783468961716, 0.01763203553855419, 0.9053661227226257]], [[0.01094888336956501, 0.061772193759679794, 0.009549164213240147, 0.03324253857135773, 0.04119761660695076, 0.05655723810195923, 0.4291806221008301, 0.3575517237186432], [0.009988355450332165, 0.03789304569363594, 0.012599917128682137, 0.009564582258462906, 0.010816304944455624, 0.022604748606681824, 0.017911342903971672, 0.8786216974258423], [0.006725104060024023, 0.016967207193374634, 0.006200569216161966, 0.003528245724737644, 0.005354329012334347, 0.01371619664132595, 0.006040109787136316, 0.9414682388305664], [0.03948177769780159, 0.07566813379526138, 0.016367968171834946, 0.07344523817300797, 0.027751164510846138, 0.05227254331111908, 0.025950392708182335, 0.6890628337860107], [0.007644526194781065, 0.028154214844107628, 0.012153378687798977, 0.01391589641571045, 0.01065885741263628, 0.016334043815732002, 0.012644519098103046, 0.8984946012496948], [0.006968695204705, 0.022308869287371635, 0.008194372989237309, 0.005931822117418051, 0.007791643030941486, 0.02388783171772957, 0.016106421127915382, 0.9088103771209717], [0.0033157598227262497, 0.011025087907910347, 0.0075738993473351, 0.0035968967713415623, 0.00452610244974494, 0.017348675057291985, 0.007033787202090025, 0.9455797672271729], [0.004449695814400911, 0.014418094418942928, 0.003640297334641218, 0.01130405068397522, 0.0037018770817667246, 0.007213056553155184, 0.002331376075744629, 0.9529415369033813]], [[0.00711815757676959, 0.06973714381456375, 0.03530438244342804, 0.03276496008038521, 0.043358299881219864, 0.05906567722558975, 0.08862053602933884, 0.664030909538269], [0.004588197451084852, 0.008181273005902767, 0.00569606339558959, 0.008198831230401993, 0.006168312393128872, 0.005640033632516861, 0.006971366237848997, 0.9545559287071228], [0.00494683301076293, 0.008575038984417915, 0.016404470428824425, 0.009924477897584438, 0.010155213996767998, 0.00554128410294652, 0.009210603311657906, 0.9352420568466187], [0.0016888955142349005, 0.0068242596462368965, 0.008020333014428616, 0.014951380901038647, 0.012525534257292747, 0.0035697156563401222, 0.0044572665356099606, 0.9479625821113586], [0.0014741782797500491, 0.004064096137881279, 0.008558779023587704, 0.006281923037022352, 0.005558553151786327, 0.0028058565221726894, 0.004208102356642485, 0.9670484662055969], [0.011872031725943089, 0.01933174766600132, 0.014547408558428288, 0.009378120303153992, 0.007519508246332407, 0.024953145533800125, 0.028002582490444183, 0.8843954801559448], [0.0421769954264164, 0.04283066466450691, 0.04178627207875252, 0.0425286665558815, 0.05330406129360199, 0.05765402317047119, 0.05968154966831207, 0.6600376963615417], [0.0021652253344655037, 0.0056236120872199535, 0.008284348994493484, 0.004268105607479811, 0.002502565970644355, 0.003437879728153348, 0.002945417072623968, 0.9707728028297424]]]], "left_text": ["[CLS]", "the", "cat", "sat", "on", "the", "mat", "[SEP]"], "right_text": ["[CLS]", "the", "cat", "sat", "on", "the", "mat", "[SEP]"]}], "default_filter": "0", "display_mode": "dark", "root_div_id": "bertviz-443d6dcca06543e6abf7a66300c78185", "include_layers": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], "include_heads": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], "total_heads": 12} is a template marker that is replaced by actual params.
const config = {};
const MIN_X = 0;
const MIN_Y = 0;
const DIV_WIDTH = 970;
const THUMBNAIL_PADDING = 5;
const DETAIL_WIDTH = 300;
const DETAIL_ATTENTION_WIDTH = 140;
const DETAIL_BOX_WIDTH = 80;
const DETAIL_BOX_HEIGHT = 18;
const DETAIL_PADDING = 15;
const ATTN_PADDING = 0;
const DETAIL_HEADING_HEIGHT = 25;
const HEADING_TEXT_SIZE = 15;
const HEADING_PADDING = 5;
const TEXT_SIZE = 13;
const TEXT_PADDING = 5;
const LAYER_COLORS = d3.schemeCategory10;
const PALETTE = {
'light': {
'text': 'black',
'background': 'white',
'highlight': '#F5F5F5'
},
'dark': {
'text': '#ccc',
'background': 'black',
'highlight': '#222'
}
}
function render() {
// Set global state variables
var attData = config.attention[config.filter];
config.leftText = attData.left_text;
config.rightText = attData.right_text;
config.attn = attData.attn;
config.numLayers = config.attn.length;
config.numHeads = config.attn[0].length;
config.thumbnailBoxHeight = 7 * (12 / config.totalHeads);
const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;
config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;
config.thumbnailWidth = (DIV_WIDTH - axisSize) / config.totalHeads;
config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;
config.divHeight = Math.max(config.numLayers * config.thumbnailHeight + axisSize, config.detailHeight);
const vis = $(`#${config.rootDivId} #vis`)
vis.empty();
vis.attr("height", config.divHeight);
config.svg = d3.select(`#${config.rootDivId} #vis`)
.append('svg')
.attr("width", DIV_WIDTH)
.attr("height", config.divHeight)
.attr("fill", getBackgroundColor());
renderAxisLabels();
var i;
var j;
for (i = 0; i < config.numLayers; i++) {
for (j = 0; j < config.numHeads; j++) {
renderThumbnail(i, j);
}
}
}
function renderAxisLabels() {
const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;
const tableWidth = config.thumbnailWidth * config.heads.length;
config.svg.append("text")
.text("Heads")
.attr("fill", "black")
.attr("font-weight", "bold")
.attr("font-size", HEADING_TEXT_SIZE + "px")
.attr("x", axisSize + tableWidth / 2)
.attr("text-anchor", "middle")
.attr("y", 0)
.attr("dy", HEADING_TEXT_SIZE);
for (let i = 0; i < config.numHeads; i++) {
config.svg.append("text")
.text(config.heads[i])
.attr("fill", "black")
.attr("font-size", TEXT_SIZE + "px")
.attr("x", axisSize + (i + .5) * config.thumbnailWidth)
.attr("text-anchor", "middle")
.attr("y", HEADING_TEXT_SIZE + HEADING_PADDING)
.attr("dy", TEXT_SIZE);
}
let x = 0;
let y = axisSize + config.thumbnailHeight * config.layers.length / 2;
console.log("x", x, y)
config.svg.append("text")
.text("Layers")
.attr("fill", "black")
.attr("font-weight", "bold")
.attr("transform", "rotate(270, " + x + ", " + y + ")")
.attr("font-size", HEADING_TEXT_SIZE + "px")
.attr("x", x)
.attr("text-anchor", "middle")
.attr("y", y)
.attr("dy", HEADING_TEXT_SIZE);
for (let i = 0; i < config.numLayers; i++) {
x = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE; // HACK
y = axisSize + (i + .5) * config.thumbnailHeight;
config.svg.append("text")
.text(config.layers[i])
.attr("fill", "black")
.attr("font-size", TEXT_SIZE + "px")
.attr("x", x)
.attr("text-anchor", "end")
.attr("y", y)
.attr("dy", TEXT_SIZE / 2);
}
}
function renderThumbnail(layerIndex, headIndex) {
const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING
const x = headIndex * config.thumbnailWidth + axisSize;
const y = layerIndex * config.thumbnailHeight + axisSize;
renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);
}
function renderDetail(att, layerIndex, headIndex) {
const axisSize = TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;
var xOffset = .8 * config.thumbnailWidth;
var maxX = DIV_WIDTH;
var maxY = config.divHeight - 3;
var leftPos = axisSize + headIndex * config.thumbnailWidth;
var x = leftPos + THUMBNAIL_PADDING + xOffset;
if (x < MIN_X) {
x = MIN_X;
} else if (x + DETAIL_WIDTH > maxX) {
x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;
}
var posLeftText = x;
var posAttention = posLeftText + DETAIL_BOX_WIDTH;
var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;
var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;
var yOffset = 20;
var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;
if (y < MIN_Y) {
y = MIN_Y;
} else if (y + config.detailHeight > maxY) {
y = maxY - config.detailHeight;
}
renderDetailFrame(x, y, layerIndex);
y = y + DETAIL_PADDING;
renderDetailHeading(x, y, layerIndex, headIndex);
y = y + DETAIL_HEADING_HEIGHT;
renderDetailText(config.leftText, "leftText", posLeftText, y , layerIndex);
renderDetailAttn(posAttention, y, att, layerIndex, headIndex);
renderDetailText(config.rightText, "rightText", posRightText, y, layerIndex);
}
function renderDetailHeading(x, y, layerIndex, headIndex) {
var fillColor = getTextColor();
config.svg.append("text")
.classed("detail", true)
.text('Layer ' + config.layers[layerIndex] + ", Head " + config.heads[headIndex])
.attr("font-size", TEXT_SIZE + "px")
.attr("font-weight", "bold")
.style("cursor", "default")
.style("-webkit-user-select", "none")
.attr("fill", fillColor)
.attr("x", x + DETAIL_WIDTH / 2)
.attr("text-anchor", "middle")
.attr("y", y)
.attr("height", DETAIL_HEADING_HEIGHT)
.attr("width", DETAIL_WIDTH)
.attr("dy", HEADING_TEXT_SIZE);
}
function renderDetailText(text, id, x, y, layerIndex) {
var tokenContainer = config.svg.append("svg:g")
.classed("detail", true)
.selectAll("g")
.data(text)
.enter()
.append("g");
var fillColor = getTextColor();
tokenContainer.append("rect")
.classed("highlight", true)
.attr("fill", fillColor)
.style("opacity", 0.0)
.attr("height", DETAIL_BOX_HEIGHT)
.attr("width", DETAIL_BOX_WIDTH)
.attr("x", x)
.attr("y", function (d, i) {
return y + i * DETAIL_BOX_HEIGHT;
});
var textContainer = tokenContainer.append("text")
.classed("token", true)
.text(function (d) {
return d;
})
.attr("font-size", TEXT_SIZE + "px")
.style("cursor", "default")
.style("-webkit-user-select", "none")
.attr("fill", fillColor)
.attr("x", x)
.attr("y", function (d, i) {
return i * DETAIL_BOX_HEIGHT + y;
})
.attr("height", DETAIL_BOX_HEIGHT)
.attr("width", DETAIL_BOX_WIDTH)
.attr("dy", TEXT_SIZE);
if (id == "leftText") {
textContainer.style("text-anchor", "end")
.attr("dx", DETAIL_BOX_WIDTH - 2);
tokenContainer.on("mouseover", function (d, index) {
highlightSelection(index);
});
tokenContainer.on("mouseleave", function () {
unhighlightSelection();
});
}
}
function highlightSelection(index) {
config.svg.select("#leftText")
.selectAll(".highlight")
.style("opacity", function (d, i) {
return i == index ? 1.0 : 0.0;
});
config.svg.selectAll(".attn-line-group")
.style("opacity", function (d, i) {
return i == index ? 1.0 : 0.0;
});
}
function unhighlightSelection() {
config.svg.select("#leftText")
.selectAll(".highlight")
.style("opacity", 0.0);
config.svg.selectAll(".attn-line-group")
.style("opacity", 1);
}
function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {
var attnContainer = config.svg.append("svg:g");
var attnBackground = attnContainer.append("rect")
.attr("id", 'attn_background_' + layerIndex + "_" + headIndex)
.classed("attn_background", true)
.attr("x", x)
.attr("y", y)
.attr("height", config.thumbnailHeight)
.attr("width", config.thumbnailWidth)
.attr("stroke-width", 2)
.attr("stroke", getLayerColor(layerIndex))
.attr("stroke-opacity", 0)
.attr("fill", getBackgroundColor());
var x1 = x + THUMBNAIL_PADDING;
var x2 = x1 + config.thumbnailWidth - 14;
var y1 = y + THUMBNAIL_PADDING;
attnContainer.selectAll("g")
.data(att)
.enter()
.append("g") // Add group for each source token
.attr("source-index", function (d, i) { // Save index of source token
return i;
})
.selectAll("line")
.data(function (d) { // Loop over all target tokens
return d;
})
.enter() // When entering
.append("line")
.attr("x1", x1)
.attr("y1", function (d) {
var sourceIndex = +this.parentNode.getAttribute("source-index");
return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;
})
.attr("x2", x2)
.attr("y2", function (d, targetIndex) {
return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;
})
.attr("stroke-width", 2.2)
.attr("stroke", getLayerColor(layerIndex))
.attr("stroke-opacity", function (d) {
return d;
});
var clickRegion = attnContainer.append("rect")
.attr("x", x)
.attr("y", y)
.attr("height", config.thumbnailHeight)
.attr("width", config.thumbnailWidth)
.style("opacity", 0);
clickRegion.on("click", function (d, index) {
var attnBackgroundOther = config.svg.selectAll(".attn_background");
attnBackgroundOther.attr("fill", getBackgroundColor());
attnBackgroundOther.attr("stroke-opacity", 0);
config.svg.selectAll(".detail").remove();
if (config.detail_layer != layerIndex || config.detail_head != headIndex) {
renderDetail(att, layerIndex, headIndex);
config.detail_layer = layerIndex;
config.detail_head = headIndex;
attnBackground.attr("fill", getHighlightColor());
attnBackground.attr("stroke-opacity", .8);
} else {
config.detail_layer = null;
config.detail_head = null;
attnBackground.attr("fill", getBackgroundColor());
attnBackground.attr("stroke-opacity", 0);
}
});
clickRegion.on("mouseover", function (d) {
d3.select(this).style("cursor", "pointer");
});
}
function renderDetailFrame(x, y, layerIndex) {
var detailFrame = config.svg.append("rect")
.classed("detail", true)
.attr("x", x)
.attr("y", y)
.attr("height", config.detailHeight)
.attr("width", DETAIL_WIDTH)
.style("opacity", 1)
.attr("stroke-width", 1.5)
.attr("stroke-opacity", 0.7)
.attr("stroke", getLayerColor(layerIndex));
}
function renderDetailAttn(x, y, att, layerIndex) {
var attnContainer = config.svg.append("svg:g")
.classed("detail", true)
.attr("pointer-events", "none");
attnContainer.selectAll("g")
.data(att)
.enter()
.append("g") // Add group for each source token
.classed('attn-line-group', true)
.attr("source-index", function (d, i) { // Save index of source token
return i;
})
.selectAll("line")
.data(function (d) { // Loop over all target tokens
return d;
})
.enter()
.append("line")
.attr("x1", x + ATTN_PADDING)
.attr("y1", function (d) {
var sourceIndex = +this.parentNode.getAttribute("source-index");
return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;
})
.attr("x2", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)
.attr("y2", function (d, targetIndex) {
return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;
})
.attr("stroke-width", 2.2)
.attr("stroke", getLayerColor(layerIndex))
.attr("stroke-opacity", function (d) {
return d;
});
}
function getLayerColor(layer) {
return LAYER_COLORS[config.layers[layer] % 10];
}
function getTextColor() {
return PALETTE[config.mode]['text']
}
function getBackgroundColor() {
return PALETTE[config.mode]['background']
}
function getHighlightColor() {
return PALETTE[config.mode]['highlight']
}
function initialize() {
config.attention = params['attention'];
config.filter = params['default_filter'];
config.mode = params['display_mode'];
config.layers = params['include_layers']
config.heads = params['include_heads']
config.totalHeads = params['total_heads']
config.rootDivId = params['root_div_id'];
$(`#${config.rootDivId} #filter`).on('change', function (e) {
config.filter = e.currentTarget.value;
render();
});
}
initialize();
render();
});
</script>