head_view.html

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js"></script>      
        <div id="bertviz-a88d956061bf416fa3fd97d60b33d29c" style="font-family:'Helvetica Neue', Helvetica, Arial, sans-serif;">
            <span style="user-select:none">
                Layer: <select id="layer"></select>
                
            </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:
 *
 * 12/19/18  Jesse Vig   Assorted cleanup. Changed orientation of attention matrices.
 * 12/29/20  Jesse Vig   Significant refactor.
 * 12/31/20  Jesse Vig   Support multiple visualizations in single notebook.
 * 02/06/21  Jesse Vig   Move require config from separate jupyter notebook step
 * 05/03/21  Jesse Vig   Adjust height of visualization dynamically
 * 07/25/21  Jesse Vig   Support layer filtering
 * 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) {

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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", "root_div_id": "bertviz-a88d956061bf416fa3fd97d60b33d29c", "layer": null, "heads": null, "include_layers": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11]} is a template marker that is replaced by actual params.
    const TEXT_SIZE = 15;
    const BOXWIDTH = 110;
    const BOXHEIGHT = 22.5;
    const MATRIX_WIDTH = 115;
    const CHECKBOX_SIZE = 20;
    const TEXT_TOP = 30;

    console.log("d3 version", d3.version)
    let headColors;
    try {
        headColors = d3.scaleOrdinal(d3.schemeCategory10);
    } catch (err) {
        console.log('Older d3 version')
        headColors = d3.scale.category10();
    }
    let config = {};
    initialize();
    renderVis();

    function initialize() {
        config.attention = params['attention'];
        config.filter = params['default_filter'];
        config.rootDivId = params['root_div_id'];
        config.nLayers = config.attention[config.filter]['attn'].length;
        config.nHeads = config.attention[config.filter]['attn'][0].length;
        config.layers = params['include_layers']

        if (params['heads']) {
            config.headVis = new Array(config.nHeads).fill(false);
            params['heads'].forEach(x => config.headVis[x] = true);
        } else {
            config.headVis = new Array(config.nHeads).fill(true);
        }
        config.initialTextLength = config.attention[config.filter].right_text.length;
        config.layer_seq = (params['layer'] == null ? 0 : config.layers.findIndex(layer => params['layer'] === layer));
        config.layer = config.layers[config.layer_seq]

        let layerEl = $(`#${config.rootDivId} #layer`);
        for (const layer of config.layers) {
            layerEl.append($("<option />").val(layer).text(layer));
        }
        layerEl.val(config.layer).change();
        layerEl.on('change', function (e) {
            config.layer = +e.currentTarget.value;
            config.layer_seq = config.layers.findIndex(layer => config.layer === layer);
            renderVis();
        });

        $(`#${config.rootDivId} #filter`).on('change', function (e) {
            config.filter = e.currentTarget.value;
            renderVis();
        });
    }

    function renderVis() {

        // Load parameters
        const attnData = config.attention[config.filter];
        const leftText = attnData.left_text;
        const rightText = attnData.right_text;

        // Select attention for given layer
        const layerAttention = attnData.attn[config.layer_seq];

        // Clear vis
        $(`#${config.rootDivId} #vis`).empty();

        // Determine size of visualization
        const height = Math.max(leftText.length, rightText.length) * BOXHEIGHT + TEXT_TOP;
        const svg = d3.select(`#${config.rootDivId} #vis`)
            .append('svg')
            .attr("width", "100%")
            .attr("height", height + "px");

        // Display tokens on left and right side of visualization
        renderText(svg, leftText, true, layerAttention, 0);
        renderText(svg, rightText, false, layerAttention, MATRIX_WIDTH + BOXWIDTH);

        // Render attention arcs
        renderAttention(svg, layerAttention);

        // Draw squares at top of visualization, one for each head
        drawCheckboxes(0, svg, layerAttention);
    }

    function renderText(svg, text, isLeft, attention, leftPos) {

        const textContainer = svg.append("svg:g")
            .attr("id", isLeft ? "left" : "right");

        // Add attention highlights superimposed over words
        textContainer.append("g")
            .classed("attentionBoxes", true)
            .selectAll("g")
            .data(attention)
            .enter()
            .append("g")
            .attr("head-index", (d, i) => i)
            .selectAll("rect")
            .data(d => isLeft ? d : transpose(d)) // if right text, transpose attention to get right-to-left weights
            .enter()
            .append("rect")
            .attr("x", function () {
                var headIndex = +this.parentNode.getAttribute("head-index");
                return leftPos + boxOffsets(headIndex);
            })
            .attr("y", (+1) * BOXHEIGHT)
            .attr("width", BOXWIDTH / activeHeads())
            .attr("height", BOXHEIGHT)
            .attr("fill", function () {
                return headColors(+this.parentNode.getAttribute("head-index"))
            })
            .style("opacity", 0.0);

        const tokenContainer = textContainer.append("g").selectAll("g")
            .data(text)
            .enter()
            .append("g");

        // Add gray background that appears when hovering over text
        tokenContainer.append("rect")
            .classed("background", true)
            .style("opacity", 0.0)
            .attr("fill", "lightgray")
            .attr("x", leftPos)
            .attr("y", (d, i) => TEXT_TOP + i * BOXHEIGHT)
            .attr("width", BOXWIDTH)
            .attr("height", BOXHEIGHT);

        // Add token text
        const textEl = tokenContainer.append("text")
            .text(d => d)
            .attr("font-size", TEXT_SIZE + "px")
            .style("cursor", "default")
            .style("-webkit-user-select", "none")
            .attr("x", leftPos)
            .attr("y", (d, i) => TEXT_TOP + i * BOXHEIGHT);

        if (isLeft) {
            textEl.style("text-anchor", "end")
                .attr("dx", BOXWIDTH - 0.5 * TEXT_SIZE)
                .attr("dy", TEXT_SIZE);
        } else {
            textEl.style("text-anchor", "start")
                .attr("dx", +0.5 * TEXT_SIZE)
                .attr("dy", TEXT_SIZE);
        }

        tokenContainer.on("mouseover", function (d, index) {

            // Show gray background for moused-over token
            textContainer.selectAll(".background")
                .style("opacity", (d, i) => i === index ? 1.0 : 0.0)

            // Reset visibility attribute for any previously highlighted attention arcs
            svg.select("#attention")
                .selectAll("line[visibility='visible']")
                .attr("visibility", null)

            // Hide group containing attention arcs
            svg.select("#attention").attr("visibility", "hidden");

            // Set to visible appropriate attention arcs to be highlighted
            if (isLeft) {
                svg.select("#attention").selectAll("line[left-token-index='" + index + "']").attr("visibility", "visible");
            } else {
                svg.select("#attention").selectAll("line[right-token-index='" + index + "']").attr("visibility", "visible");
            }

            // Update color boxes superimposed over tokens
            const id = isLeft ? "right" : "left";
            const leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;
            svg.select("#" + id)
                .selectAll(".attentionBoxes")
                .selectAll("g")
                .attr("head-index", (d, i) => i)
                .selectAll("rect")
                .attr("x", function () {
                    const headIndex = +this.parentNode.getAttribute("head-index");
                    return leftPos + boxOffsets(headIndex);
                })
                .attr("y", (d, i) => TEXT_TOP + i * BOXHEIGHT)
                .attr("width", BOXWIDTH / activeHeads())
                .attr("height", BOXHEIGHT)
                .style("opacity", function (d) {
                    const headIndex = +this.parentNode.getAttribute("head-index");
                    if (config.headVis[headIndex])
                        if (d) {
                            return d[index];
                        } else {
                            return 0.0;
                        }
                    else
                        return 0.0;
                });
        });

        textContainer.on("mouseleave", function () {

            // Unhighlight selected token
            d3.select(this).selectAll(".background")
                .style("opacity", 0.0);

            // Reset visibility attributes for previously selected lines
            svg.select("#attention")
                .selectAll("line[visibility='visible']")
                .attr("visibility", null) ;
            svg.select("#attention").attr("visibility", "visible");

            // Reset highlights superimposed over tokens
            svg.selectAll(".attentionBoxes")
                .selectAll("g")
                .selectAll("rect")
                .style("opacity", 0.0);
        });
    }

    function renderAttention(svg, attention) {

        // Remove previous dom elements
        svg.select("#attention").remove();

        // Add new elements
        svg.append("g")
            .attr("id", "attention") // Container for all attention arcs
            .selectAll(".headAttention")
            .data(attention)
            .enter()
            .append("g")
            .classed("headAttention", true) // Group attention arcs by head
            .attr("head-index", (d, i) => i)
            .selectAll(".tokenAttention")
            .data(d => d)
            .enter()
            .append("g")
            .classed("tokenAttention", true) // Group attention arcs by left token
            .attr("left-token-index", (d, i) => i)
            .selectAll("line")
            .data(d => d)
            .enter()
            .append("line")
            .attr("x1", BOXWIDTH)
            .attr("y1", function () {
                const leftTokenIndex = +this.parentNode.getAttribute("left-token-index")
                return TEXT_TOP + leftTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2)
            })
            .attr("x2", BOXWIDTH + MATRIX_WIDTH)
            .attr("y2", (d, rightTokenIndex) => TEXT_TOP + rightTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2))
            .attr("stroke-width", 2)
            .attr("stroke", function () {
                const headIndex = +this.parentNode.parentNode.getAttribute("head-index");
                return headColors(headIndex)
            })
            .attr("left-token-index", function () {
                return +this.parentNode.getAttribute("left-token-index")
            })
            .attr("right-token-index", (d, i) => i)
        ;
        updateAttention(svg)
    }

    function updateAttention(svg) {
        svg.select("#attention")
            .selectAll("line")
            .attr("stroke-opacity", function (d) {
                const headIndex = +this.parentNode.parentNode.getAttribute("head-index");
                // If head is selected
                if (config.headVis[headIndex]) {
                    // Set opacity to attention weight divided by number of active heads
                    return d / activeHeads()
                } else {
                    return 0.0;
                }
            })
    }

    function boxOffsets(i) {
        const numHeadsAbove = config.headVis.reduce(
            function (acc, val, cur) {
                return val && cur < i ? acc + 1 : acc;
            }, 0);
        return numHeadsAbove * (BOXWIDTH / activeHeads());
    }

    function activeHeads() {
        return config.headVis.reduce(function (acc, val) {
            return val ? acc + 1 : acc;
        }, 0);
    }

    function drawCheckboxes(top, svg) {
        const checkboxContainer = svg.append("g");
        const checkbox = checkboxContainer.selectAll("rect")
            .data(config.headVis)
            .enter()
            .append("rect")
            .attr("fill", (d, i) => headColors(i))
            .attr("x", (d, i) => i * CHECKBOX_SIZE)
            .attr("y", top)
            .attr("width", CHECKBOX_SIZE)
            .attr("height", CHECKBOX_SIZE);

        function updateCheckboxes() {
            checkboxContainer.selectAll("rect")
                .data(config.headVis)
                .attr("fill", (d, i) => d ? headColors(i): lighten(headColors(i)));
        }

        updateCheckboxes();

        checkbox.on("click", function (d, i) {
            if (config.headVis[i] && activeHeads() === 1) return;
            config.headVis[i] = !config.headVis[i];
            updateCheckboxes();
            updateAttention(svg);
        });

        checkbox.on("dblclick", function (d, i) {
            // If we double click on the only active head then reset
            if (config.headVis[i] && activeHeads() === 1) {
                config.headVis = new Array(config.nHeads).fill(true);
            } else {
                config.headVis = new Array(config.nHeads).fill(false);
                config.headVis[i] = true;
            }
            updateCheckboxes();
            updateAttention(svg);
        });
    }

    function lighten(color) {
        const c = d3.hsl(color);
        const increment = (1 - c.l) * 0.6;
        c.l += increment;
        c.s -= increment;
        return c;
    }

    function transpose(mat) {
        return mat[0].map(function (col, i) {
            return mat.map(function (row) {
                return row[i];
            });
        });
    }

});
</script>