aitech-eks-pub/cw/13_transformery2.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {
                "collapsed": false
            },
            "source": [
                "![Logo 1](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech1.jpg)\n",
                "<div class=\"alert alert-block alert-info\">\n",
                "<h1> Ekstrakcja informacji </h1>\n",
                "<h2> 13. <i>Transformery 2</i>  [\u0107wiczenia]</h2> \n",
                "<h3> Jakub Pokrywka (2021)</h3>\n",
                "</div>\n",
                "\n",
                "![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Wizualizacja atencji\n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "https://github.com/jessevig/bertviz"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Requirement already satisfied: bertviz in /home/kuba/anaconda3/lib/python3.8/site-packages (1.1.0)\n",
                        "Requirement already satisfied: torch>=1.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (1.7.1)\n",
                        "Requirement already satisfied: boto3 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (1.17.93)\n",
                        "Requirement already satisfied: transformers>=2.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (4.2.2)\n",
                        "Requirement already satisfied: sentencepiece in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (0.1.95)\n",
                        "Requirement already satisfied: requests in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (2.24.0)\n",
                        "Requirement already satisfied: regex in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (2020.6.8)\n",
                        "Requirement already satisfied: tqdm in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (4.47.0)\n",
                        "Requirement already satisfied: numpy in /home/kuba/anaconda3/lib/python3.8/site-packages (from torch>=1.0->bertviz) (1.18.5)\n",
                        "Requirement already satisfied: typing-extensions in /home/kuba/anaconda3/lib/python3.8/site-packages (from torch>=1.0->bertviz) (3.7.4.2)\n",
                        "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (0.10.0)\n",
                        "Requirement already satisfied: s3transfer<0.5.0,>=0.4.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (0.4.2)\n",
                        "Requirement already satisfied: botocore<1.21.0,>=1.20.93 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (1.20.93)\n",
                        "Requirement already satisfied: sacremoses in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (0.0.43)\n",
                        "Requirement already satisfied: packaging in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (20.4)\n",
                        "Requirement already satisfied: tokenizers==0.9.4 in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (0.9.4)\n",
                        "Requirement already satisfied: filelock in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (3.0.12)\n",
                        "Requirement already satisfied: certifi>=2017.4.17 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (2020.6.20)\n",
                        "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (1.25.9)\n",
                        "Requirement already satisfied: chardet<4,>=3.0.2 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (3.0.4)\n",
                        "Requirement already satisfied: idna<3,>=2.5 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (2.10)\n",
                        "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from botocore<1.21.0,>=1.20.93->boto3->bertviz) (2.8.1)\n",
                        "Requirement already satisfied: click in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (7.1.2)\n",
                        "Requirement already satisfied: six in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (1.15.0)\n",
                        "Requirement already satisfied: joblib in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (0.16.0)\n",
                        "Requirement already satisfied: pyparsing>=2.0.2 in /home/kuba/anaconda3/lib/python3.8/site-packages (from packaging->transformers>=2.0->bertviz) (2.4.7)\n"
                    ]
                }
            ],
            "source": [
                "!pip install bertviz"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": [
                "from transformers import AutoTokenizer, AutoModel\n",
                "from bertviz import model_view, head_view"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [],
            "source": [
                "TEXT = \"This is a sample input sentence for a transformer model\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [],
            "source": [
                "MODEL = \"distilbert-base-uncased\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [],
            "source": [
                "tokenizer = AutoTokenizer.from_pretrained(MODEL)\n",
                "model = AutoModel.from_pretrained(MODEL, output_attentions=True)\n",
                "inputs = tokenizer.encode(TEXT, return_tensors='pt')\n",
                "outputs = model(inputs)\n",
                "attention = outputs[-1]\n",
                "tokens = tokenizer.convert_ids_to_tokens(inputs[0]) \n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### SELF ATTENTION MODELS"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "      \n",
                            "        <div id='bertviz-e0590d453a4b431980972a450b2a0bd6'>\n",
                            "            <span style=\"user-select:none\">\n",
                            "                Layer: <select id=\"layer\"></select>\n",
                            "                \n",
                            "            </span>\n",
                            "            <div id='vis'></div>\n",
                            "        </div>\n",
                            "    "
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
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                    "output_type": "display_data"
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                    "data": {
                        "application/javascript": [
                            "/**\n",
                            " * @fileoverview Transformer Visualization D3 javascript code.\n",
                            " *\n",
                            " *\n",
                            " *  Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
                            " *\n",
                            " * Change log:\n",
                            " *\n",
                            " * 12/19/18  Jesse Vig   Assorted cleanup. Changed orientation of attention matrices.\n",
                            " * 12/29/20  Jesse Vig   Significant refactor.\n",
                            " * 12/31/20  Jesse Vig   Support multiple visualizations in single notebook.\n",
                            " * 02/06/21  Jesse Vig   Move require config from separate jupyter notebook step\n",
                            " * 05/03/21  Jesse Vig   Adjust height of visualization dynamically\n",
                            " **/\n",
                            "\n",
                            "require.config({\n",
                            "  paths: {\n",
                            "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
                            "    jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
                            "  }\n",
                            "});\n",
                            "\n",
                            "requirejs(['jquery', 'd3'], function ($, d3) {\n",
                            "\n",
                            "    const params = {\"attention\": [{\"name\": null, \"attn\": [[[[0.04504745081067085, 0.06121315807104111, 0.03234885632991791, 0.07350576668977737, 0.08869655430316925, 0.06299575418233871, 0.13025709986686707, 0.0724874883890152, 0.0789855495095253, 0.04788164049386978, 0.0528176911175251, 0.06413961201906204, 0.1896234154701233], [0.1642618179321289, 0.045601703226566315, 0.08717474341392517, 0.020270587876439095, 0.06333516538143158, 0.13347627222537994, 0.15195965766906738, 0.07450311630964279, 0.020874062553048134, 0.0886143371462822, 0.03885190933942795, 0.054350875318050385, 0.05672568082809448], [0.19410867989063263, 0.08788827061653137, 0.02643328532576561, 0.027052758261561394, 0.0483211874961853, 0.10077042877674103, 0.14769119024276733, 0.0505562499165535, 0.0312521830201149, 0.11102262884378433, 0.05736817419528961, 0.045798979699611664, 0.0717359259724617], [0.1995920091867447, 0.09999717772006989, 0.0661521703004837, 0.05901019275188446, 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0.0005500155384652317, 0.004281861241906881, 0.9439417123794556], [0.01029488816857338, 0.0017641179729253054, 0.0009261631057597697, 0.0009705930133350194, 0.0307895727455616, 0.01810411922633648, 0.02115902304649353, 0.0038135522045195103, 0.003512247698381543, 0.02620306983590126, 0.009130595251917839, 0.026045668870210648, 0.8472864031791687], [0.009025928564369678, 0.003715204307809472, 0.002123897662386298, 0.0022090887650847435, 0.03877086564898491, 0.028085706755518913, 0.04088365286588669, 0.007338790223002434, 0.004125816281884909, 0.02293023280799389, 0.009926523081958294, 0.03308207169175148, 0.7977821826934814], [0.00503102783113718, 0.006313212215900421, 0.00682877516373992, 0.00404880428686738, 0.01478190254420042, 0.012232133187353611, 0.02926877699792385, 0.003984131384640932, 0.002305139321833849, 0.006610604468733072, 0.0032599973492324352, 0.010328956879675388, 0.895006537437439], [0.00328649184666574, 0.00127591157797724, 0.0008590320940129459, 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\"0\", \"root_div_id\": \"bertviz-e0590d453a4b431980972a450b2a0bd6\", \"layer\": null, \"heads\": null} is a template marker that is replaced by actual params.\n",
                            "    const TEXT_SIZE = 15;\n",
                            "    const BOXWIDTH = 110;\n",
                            "    const BOXHEIGHT = 22.5;\n",
                            "    const MATRIX_WIDTH = 115;\n",
                            "    const CHECKBOX_SIZE = 20;\n",
                            "    const TEXT_TOP = 30;\n",
                            "\n",
                            "    console.log(\"d3 version\", d3.version)\n",
                            "    let headColors;\n",
                            "    try {\n",
                            "        headColors = d3.scaleOrdinal(d3.schemeCategory10);\n",
                            "    } catch (err) {\n",
                            "        console.log('Older d3 version')\n",
                            "        headColors = d3.scale.category10();\n",
                            "    }\n",
                            "    let config = {};\n",
                            "    initialize();\n",
                            "    renderVis();\n",
                            "\n",
                            "    function initialize() {\n",
                            "        config.attention = params['attention'];\n",
                            "        config.filter = params['default_filter'];\n",
                            "        config.rootDivId = params['root_div_id'];\n",
                            "        config.nLayers = config.attention[config.filter]['attn'].length;\n",
                            "        config.nHeads = config.attention[config.filter]['attn'][0].length;\n",
                            "        if (params['heads']) {\n",
                            "            config.headVis = new Array(config.nHeads).fill(false);\n",
                            "            params['heads'].forEach(x => config.headVis[x] = true);\n",
                            "        } else {\n",
                            "            config.headVis = new Array(config.nHeads).fill(true);\n",
                            "        }\n",
                            "        config.initialTextLength = config.attention[config.filter].right_text.length;\n",
                            "        config.layer = (params['layer'] == null ? 0 : params['layer'])\n",
                            "\n",
                            "\n",
                            "        let layerEl = $(`#${config.rootDivId} #layer`);\n",
                            "        for (var i = 0; i < config.nLayers; i++) {\n",
                            "            layerEl.append($(\"<option />\").val(i).text(i));\n",
                            "        }\n",
                            "        layerEl.val(config.layer).change();\n",
                            "        layerEl.on('change', function (e) {\n",
                            "            config.layer = +e.currentTarget.value;\n",
                            "            renderVis();\n",
                            "        });\n",
                            "\n",
                            "        $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
                            "            config.filter = e.currentTarget.value;\n",
                            "            renderVis();\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function renderVis() {\n",
                            "\n",
                            "        // Load parameters\n",
                            "        const attnData = config.attention[config.filter];\n",
                            "        const leftText = attnData.left_text;\n",
                            "        const rightText = attnData.right_text;\n",
                            "\n",
                            "        // Select attention for given layer\n",
                            "        const layerAttention = attnData.attn[config.layer];\n",
                            "\n",
                            "        // Clear vis\n",
                            "        $(`#${config.rootDivId} #vis`).empty();\n",
                            "\n",
                            "        // Determine size of visualization\n",
                            "        const height = Math.max(leftText.length, rightText.length) * BOXHEIGHT + TEXT_TOP;\n",
                            "        const svg = d3.select(`#${config.rootDivId} #vis`)\n",
                            "            .append('svg')\n",
                            "            .attr(\"width\", \"100%\")\n",
                            "            .attr(\"height\", height + \"px\");\n",
                            "\n",
                            "        // Display tokens on left and right side of visualization\n",
                            "        renderText(svg, leftText, true, layerAttention, 0);\n",
                            "        renderText(svg, rightText, false, layerAttention, MATRIX_WIDTH + BOXWIDTH);\n",
                            "\n",
                            "        // Render attention arcs\n",
                            "        renderAttention(svg, layerAttention);\n",
                            "\n",
                            "        // Draw squares at top of visualization, one for each head\n",
                            "        drawCheckboxes(0, svg, layerAttention);\n",
                            "    }\n",
                            "\n",
                            "    function renderText(svg, text, isLeft, attention, leftPos) {\n",
                            "\n",
                            "        const textContainer = svg.append(\"svg:g\")\n",
                            "            .attr(\"id\", isLeft ? \"left\" : \"right\");\n",
                            "\n",
                            "        // Add attention highlights superimposed over words\n",
                            "        textContainer.append(\"g\")\n",
                            "            .classed(\"attentionBoxes\", true)\n",
                            "            .selectAll(\"g\")\n",
                            "            .data(attention)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .attr(\"head-index\", (d, i) => i)\n",
                            "            .selectAll(\"rect\")\n",
                            "            .data(d => isLeft ? d : transpose(d)) // if right text, transpose attention to get right-to-left weights\n",
                            "            .enter()\n",
                            "            .append(\"rect\")\n",
                            "            .attr(\"x\", function () {\n",
                            "                var headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                return leftPos + boxOffsets(headIndex);\n",
                            "            })\n",
                            "            .attr(\"y\", (+1) * BOXHEIGHT)\n",
                            "            .attr(\"width\", BOXWIDTH / activeHeads())\n",
                            "            .attr(\"height\", BOXHEIGHT)\n",
                            "            .attr(\"fill\", function () {\n",
                            "                return headColors(+this.parentNode.getAttribute(\"head-index\"))\n",
                            "            })\n",
                            "            .style(\"opacity\", 0.0);\n",
                            "\n",
                            "        const tokenContainer = textContainer.append(\"g\").selectAll(\"g\")\n",
                            "            .data(text)\n",
                            "            .enter()\n",
                            "            .append(\"g\");\n",
                            "\n",
                            "        // Add gray background that appears when hovering over text\n",
                            "        tokenContainer.append(\"rect\")\n",
                            "            .classed(\"background\", true)\n",
                            "            .style(\"opacity\", 0.0)\n",
                            "            .attr(\"fill\", \"lightgray\")\n",
                            "            .attr(\"x\", leftPos)\n",
                            "            .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
                            "            .attr(\"width\", BOXWIDTH)\n",
                            "            .attr(\"height\", BOXHEIGHT);\n",
                            "\n",
                            "        // Add token text\n",
                            "        const textEl = tokenContainer.append(\"text\")\n",
                            "            .text(d => d)\n",
                            "            .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
                            "            .style(\"cursor\", \"default\")\n",
                            "            .style(\"-webkit-user-select\", \"none\")\n",
                            "            .attr(\"x\", leftPos)\n",
                            "            .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT);\n",
                            "\n",
                            "        if (isLeft) {\n",
                            "            textEl.style(\"text-anchor\", \"end\")\n",
                            "                .attr(\"dx\", BOXWIDTH - 0.5 * TEXT_SIZE)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "        } else {\n",
                            "            textEl.style(\"text-anchor\", \"start\")\n",
                            "                .attr(\"dx\", +0.5 * TEXT_SIZE)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "        }\n",
                            "\n",
                            "        tokenContainer.on(\"mouseover\", function (d, index) {\n",
                            "\n",
                            "            // Show gray background for moused-over token\n",
                            "            textContainer.selectAll(\".background\")\n",
                            "                .style(\"opacity\", (d, i) => i === index ? 1.0 : 0.0)\n",
                            "\n",
                            "            // Reset visibility attribute for any previously highlighted attention arcs\n",
                            "            svg.select(\"#attention\")\n",
                            "                .selectAll(\"line[visibility='visible']\")\n",
                            "                .attr(\"visibility\", null)\n",
                            "\n",
                            "            // Hide group containing attention arcs\n",
                            "            svg.select(\"#attention\").attr(\"visibility\", \"hidden\");\n",
                            "\n",
                            "            // Set to visible appropriate attention arcs to be highlighted\n",
                            "            if (isLeft) {\n",
                            "                svg.select(\"#attention\").selectAll(\"line[left-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
                            "            } else {\n",
                            "                svg.select(\"#attention\").selectAll(\"line[right-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
                            "            }\n",
                            "\n",
                            "            // Update color boxes superimposed over tokens\n",
                            "            const id = isLeft ? \"right\" : \"left\";\n",
                            "            const leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;\n",
                            "            svg.select(\"#\" + id)\n",
                            "                .selectAll(\".attentionBoxes\")\n",
                            "                .selectAll(\"g\")\n",
                            "                .attr(\"head-index\", (d, i) => i)\n",
                            "                .selectAll(\"rect\")\n",
                            "                .attr(\"x\", function () {\n",
                            "                    const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                    return leftPos + boxOffsets(headIndex);\n",
                            "                })\n",
                            "                .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
                            "                .attr(\"width\", BOXWIDTH / activeHeads())\n",
                            "                .attr(\"height\", BOXHEIGHT)\n",
                            "                .style(\"opacity\", function (d) {\n",
                            "                    const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                    if (config.headVis[headIndex])\n",
                            "                        if (d) {\n",
                            "                            return d[index];\n",
                            "                        } else {\n",
                            "                            return 0.0;\n",
                            "                        }\n",
                            "                    else\n",
                            "                        return 0.0;\n",
                            "                });\n",
                            "        });\n",
                            "\n",
                            "        textContainer.on(\"mouseleave\", function () {\n",
                            "\n",
                            "            // Unhighlight selected token\n",
                            "            d3.select(this).selectAll(\".background\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "\n",
                            "            // Reset visibility attributes for previously selected lines\n",
                            "            svg.select(\"#attention\")\n",
                            "                .selectAll(\"line[visibility='visible']\")\n",
                            "                .attr(\"visibility\", null) ;\n",
                            "            svg.select(\"#attention\").attr(\"visibility\", \"visible\");\n",
                            "\n",
                            "            // Reset highlights superimposed over tokens\n",
                            "            svg.selectAll(\".attentionBoxes\")\n",
                            "                .selectAll(\"g\")\n",
                            "                .selectAll(\"rect\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function renderAttention(svg, attention) {\n",
                            "\n",
                            "        // Remove previous dom elements\n",
                            "        svg.select(\"#attention\").remove();\n",
                            "\n",
                            "        // Add new elements\n",
                            "        svg.append(\"g\")\n",
                            "            .attr(\"id\", \"attention\") // Container for all attention arcs\n",
                            "            .selectAll(\".headAttention\")\n",
                            "            .data(attention)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .classed(\"headAttention\", true) // Group attention arcs by head\n",
                            "            .attr(\"head-index\", (d, i) => i)\n",
                            "            .selectAll(\".tokenAttention\")\n",
                            "            .data(d => d)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .classed(\"tokenAttention\", true) // Group attention arcs by left token\n",
                            "            .attr(\"left-token-index\", (d, i) => i)\n",
                            "            .selectAll(\"line\")\n",
                            "            .data(d => d)\n",
                            "            .enter()\n",
                            "            .append(\"line\")\n",
                            "            .attr(\"x1\", BOXWIDTH)\n",
                            "            .attr(\"y1\", function () {\n",
                            "                const leftTokenIndex = +this.parentNode.getAttribute(\"left-token-index\")\n",
                            "                return TEXT_TOP + leftTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2)\n",
                            "            })\n",
                            "            .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
                            "            .attr(\"y2\", (d, rightTokenIndex) => TEXT_TOP + rightTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2))\n",
                            "            .attr(\"stroke-width\", 2)\n",
                            "            .attr(\"stroke\", function () {\n",
                            "                const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
                            "                return headColors(headIndex)\n",
                            "            })\n",
                            "            .attr(\"left-token-index\", function () {\n",
                            "                return +this.parentNode.getAttribute(\"left-token-index\")\n",
                            "            })\n",
                            "            .attr(\"right-token-index\", (d, i) => i)\n",
                            "        ;\n",
                            "        updateAttention(svg)\n",
                            "    }\n",
                            "\n",
                            "    function updateAttention(svg) {\n",
                            "        svg.select(\"#attention\")\n",
                            "            .selectAll(\"line\")\n",
                            "            .attr(\"stroke-opacity\", function (d) {\n",
                            "                const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
                            "                // If head is selected\n",
                            "                if (config.headVis[headIndex]) {\n",
                            "                    // Set opacity to attention weight divided by number of active heads\n",
                            "                    return d / activeHeads()\n",
                            "                } else {\n",
                            "                    return 0.0;\n",
                            "                }\n",
                            "            })\n",
                            "    }\n",
                            "\n",
                            "    function boxOffsets(i) {\n",
                            "        const numHeadsAbove = config.headVis.reduce(\n",
                            "            function (acc, val, cur) {\n",
                            "                return val && cur < i ? acc + 1 : acc;\n",
                            "            }, 0);\n",
                            "        return numHeadsAbove * (BOXWIDTH / activeHeads());\n",
                            "    }\n",
                            "\n",
                            "    function activeHeads() {\n",
                            "        return config.headVis.reduce(function (acc, val) {\n",
                            "            return val ? acc + 1 : acc;\n",
                            "        }, 0);\n",
                            "    }\n",
                            "\n",
                            "    function drawCheckboxes(top, svg) {\n",
                            "        const checkboxContainer = svg.append(\"g\");\n",
                            "        const checkbox = checkboxContainer.selectAll(\"rect\")\n",
                            "            .data(config.headVis)\n",
                            "            .enter()\n",
                            "            .append(\"rect\")\n",
                            "            .attr(\"fill\", (d, i) => headColors(i))\n",
                            "            .attr(\"x\", (d, i) => i * CHECKBOX_SIZE)\n",
                            "            .attr(\"y\", top)\n",
                            "            .attr(\"width\", CHECKBOX_SIZE)\n",
                            "            .attr(\"height\", CHECKBOX_SIZE);\n",
                            "\n",
                            "        function updateCheckboxes() {\n",
                            "            checkboxContainer.selectAll(\"rect\")\n",
                            "                .data(config.headVis)\n",
                            "                .attr(\"fill\", (d, i) => d ? headColors(i): lighten(headColors(i)));\n",
                            "        }\n",
                            "\n",
                            "        updateCheckboxes();\n",
                            "\n",
                            "        checkbox.on(\"click\", function (d, i) {\n",
                            "            if (config.headVis[i] && activeHeads() === 1) return;\n",
                            "            config.headVis[i] = !config.headVis[i];\n",
                            "            updateCheckboxes();\n",
                            "            updateAttention(svg);\n",
                            "        });\n",
                            "\n",
                            "        checkbox.on(\"dblclick\", function (d, i) {\n",
                            "            // If we double click on the only active head then reset\n",
                            "            if (config.headVis[i] && activeHeads() === 1) {\n",
                            "                config.headVis = new Array(config.nHeads).fill(true);\n",
                            "            } else {\n",
                            "                config.headVis = new Array(config.nHeads).fill(false);\n",
                            "                config.headVis[i] = true;\n",
                            "            }\n",
                            "            updateCheckboxes();\n",
                            "            updateAttention(svg);\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function lighten(color) {\n",
                            "        const c = d3.hsl(color);\n",
                            "        const increment = (1 - c.l) * 0.6;\n",
                            "        c.l += increment;\n",
                            "        c.s -= increment;\n",
                            "        return c;\n",
                            "    }\n",
                            "\n",
                            "    function transpose(mat) {\n",
                            "        return mat[0].map(function (col, i) {\n",
                            "            return mat.map(function (row) {\n",
                            "                return row[i];\n",
                            "            });\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "});"
                        ],
                        "text/plain": [
                            "<IPython.core.display.Javascript object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "head_view(attention, tokens)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "      \n",
                            "        <div id='bertviz-8c2156968f874f17875137593892aa36'>\n",
                            "            <span style=\"user-select:none\">\n",
                            "                \n",
                            "            </span>\n",
                            "            <div id='vis'></div>\n",
                            "        </div>\n",
                            "    "
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "application/javascript": [
                            "/**\n",
                            " * @fileoverview Transformer Visualization D3 javascript code.\n",
                            " *\n",
                            " * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
                            " *\n",
                            " * Change log:\n",
                            " *\n",
                            " * 02/01/19  Jesse Vig   Initial implementation\n",
                            " * 12/31/20  Jesse Vig   Support multiple visualizations in single notebook.\n",
                            " * 01/19/21  Jesse Vig   Support light/dark modes\n",
                            " * 02/06/21  Jesse Vig   Move require config from separate jupyter notebook step\n",
                            " * 05/03/21  Jesse Vig   Adjust visualization height dynamically\n",
                            " **/\n",
                            "\n",
                            "require.config({\n",
                            "  paths: {\n",
                            "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
                            "    jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
                            "  }\n",
                            "});\n",
                            "\n",
                            "requirejs(['jquery', 'd3'], function($, d3) {\n",
                            "\n",
                            "        const params = {\"attention\": [{\"name\": null, \"attn\": [[[[0.04504745081067085, 0.06121315807104111, 0.03234885632991791, 0.07350576668977737, 0.08869655430316925, 0.06299575418233871, 0.13025709986686707, 0.0724874883890152, 0.0789855495095253, 0.04788164049386978, 0.0528176911175251, 0.06413961201906204, 0.1896234154701233], [0.1642618179321289, 0.045601703226566315, 0.08717474341392517, 0.020270587876439095, 0.06333516538143158, 0.13347627222537994, 0.15195965766906738, 0.07450311630964279, 0.020874062553048134, 0.0886143371462822, 0.03885190933942795, 0.054350875318050385, 0.05672568082809448], [0.19410867989063263, 0.08788827061653137, 0.02643328532576561, 0.027052758261561394, 0.0483211874961853, 0.10077042877674103, 0.14769119024276733, 0.0505562499165535, 0.0312521830201149, 0.11102262884378433, 0.05736817419528961, 0.045798979699611664, 0.0717359259724617], [0.1995920091867447, 0.09999717772006989, 0.0661521703004837, 0.05901019275188446, 0.04424671828746796, 0.0677744597196579, 0.12087972462177277, 0.050675857812166214, 0.06362631916999817, 0.07006122171878815, 0.03917881101369858, 0.04700592905282974, 0.07179943472146988], [0.04939603433012962, 0.024679943919181824, 0.04761141911149025, 0.01254973653703928, 0.07388506829738617, 0.23993298411369324, 0.15196150541305542, 0.00832447037100792, 0.012036890722811222, 0.20173829793930054, 0.021537913009524345, 0.09962346404790878, 0.05672222748398781], [0.05641084164381027, 0.05914205312728882, 0.09467293322086334, 0.022168248891830444, 0.09393802285194397, 0.084870345890522, 0.21269568800926208, 0.03484135493636131, 0.022969357669353485, 0.10200338810682297, 0.048721037805080414, 0.0935591459274292, 0.07400762289762497], [0.14331203699111938, 0.05361737683415413, 0.10078467428684235, 0.024218060076236725, 0.10775977373123169, 0.1332426518201828, 0.08465974032878876, 0.05863681063055992, 0.0241240207105875, 0.08344626426696777, 0.04309769719839096, 0.06576775014400482, 0.0773332417011261], [0.211670383810997, 0.11610246449708939, 0.11225587129592896, 0.045633524656295776, 0.059925444424152374, 0.06493557244539261, 0.08031120151281357, 0.03209289163351059, 0.04349662363529205, 0.07048093527555466, 0.05278267711400986, 0.05153229832649231, 0.05878004804253578], [0.19909143447875977, 0.1108265370130539, 0.06320541352033615, 0.07345421612262726, 0.044627320021390915, 0.06109814718365669, 0.10009115934371948, 0.04955925792455673, 0.07297047972679138, 0.06868425011634827, 0.03863503038883209, 0.044418469071388245, 0.07333831489086151], [0.09310530126094818, 0.06271722912788391, 0.05319841206073761, 0.018992554396390915, 0.12321215867996216, 0.13590605556964874, 0.19085046648979187, 0.011909686028957367, 0.01892036944627762, 0.1059010922908783, 0.035090457648038864, 0.11820467561483383, 0.03199157118797302], [0.12340845912694931, 0.01910078339278698, 0.021354133263230324, 0.00847071222960949, 0.09208827465772629, 0.12047737091779709, 0.19756117463111877, 0.01248408854007721, 0.008209108375012875, 0.18166890740394592, 0.04370952770113945, 0.12460346519947052, 0.046863969415426254], [0.1024712547659874, 0.02981560118496418, 0.042016737163066864, 0.00732750678434968, 0.19956143200397491, 0.16194269061088562, 0.13108232617378235, 0.03385123983025551, 0.006953119300305843, 0.10607277601957321, 0.09258976578712463, 0.04644336178898811, 0.03987228125333786], [0.14260147511959076, 0.0856451690196991, 0.052119556814432144, 0.1065417006611824, 0.03710906580090523, 0.038733918219804764, 0.07154049724340439, 0.04271101951599121, 0.10687444359064102, 0.02995859645307064, 0.034151963889598846, 0.03033091314136982, 0.22168178856372833]], [[0.9453150033950806, 0.0042615714482963085, 0.0033084359019994736, 0.008667639456689358, 0.002442109864205122, 0.0032682078890502453, 0.0018215697491541505, 0.005812120623886585, 0.008080368861556053, 0.0023478888906538486, 0.005752548109740019, 0.0029995867516845465, 0.005922860931605101], [0.0054322523064911366, 0.036913447082042694, 0.10574596375226974, 0.050172608345746994, 0.21406637132167816, 0.1669832468032837, 0.06814419478178024, 0.04566751420497894, 0.04711116477847099, 0.10178548842668533, 0.04993000999093056, 0.08093225955963135, 0.027115385979413986], [0.003575345501303673, 0.02725648134946823, 0.013474381528794765, 0.020001808181405067, 0.14253105223178864, 0.1892307847738266, 0.28489950299263, 0.016293765977025032, 0.020699523389339447, 0.1373407542705536, 0.01897805742919445, 0.109344482421875, 0.0163740087300539], [0.0038068403955549, 0.19157318770885468, 0.11756066977977753, 0.09781679511070251, 0.11811896413564682, 0.05753158777952194, 0.1297236531972885, 0.02282717078924179, 0.08965529501438141, 0.0605420246720314, 0.024792322888970375, 0.06864456087350845, 0.017407042905688286], [0.002280410146340728, 0.016681771725416183, 0.017038363963365555, 0.009926906786859035, 0.08348049968481064, 0.36777129769325256, 0.16831736266613007, 0.007297574542462826, 0.01005997322499752, 0.19247251749038696, 0.011581454426050186, 0.058905623853206635, 0.054186344146728516], [0.007838880643248558, 0.013821705244481564, 0.007458076346665621, 0.01696099527180195, 0.07955098152160645, 0.1431565284729004, 0.10766780376434326, 0.016147848218679428, 0.019178073853254318, 0.23700955510139465, 0.044153351336717606, 0.1602918952703476, 0.14676439762115479], [0.0036383247934281826, 0.013334603980183601, 0.006316434126347303, 0.012672210112214088, 0.2290392965078354, 0.18495512008666992, 0.12361446768045425, 0.01341660600155592, 0.01101918239146471, 0.07696562260389328, 0.02945585735142231, 0.2141602635383606, 0.08141207695007324], [0.0035850738640874624, 0.016512226313352585, 0.025774989277124405, 0.009774722158908844, 0.14478272199630737, 0.22189927101135254, 0.2207677811384201, 0.0043174466118216515, 0.01050493586808443, 0.10571115463972092, 0.010928898118436337, 0.21442805230617523, 0.011012743227183819], [0.00489320233464241, 0.16373410820960999, 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\"0\", \"display_mode\": \"dark\", \"root_div_id\": \"bertviz-8c2156968f874f17875137593892aa36\"} is a template marker that is replaced by actual params.\n",
                            "        const config = {};\n",
                            "\n",
                            "        const MIN_X = 0;\n",
                            "        const MIN_Y = 0;\n",
                            "        const DIV_WIDTH = 970;\n",
                            "        const THUMBNAIL_PADDING = 5;\n",
                            "        const DETAIL_WIDTH = 300;\n",
                            "        const DETAIL_ATTENTION_WIDTH = 140;\n",
                            "        const DETAIL_BOX_WIDTH = 80;\n",
                            "        const DETAIL_BOX_HEIGHT = 18;\n",
                            "        const DETAIL_PADDING = 28;\n",
                            "        const ATTN_PADDING = 0;\n",
                            "        const DETAIL_HEADING_HEIGHT = 25;\n",
                            "        const DETAIL_HEADING_TEXT_SIZE = 15;\n",
                            "        const TEXT_SIZE = 13;\n",
                            "        const LAYER_COLORS = d3.schemeCategory10;\n",
                            "        const PALETTE = {\n",
                            "            'light': {\n",
                            "                'text': 'black',\n",
                            "                'background': 'white',\n",
                            "                'highlight': '#F5F5F5'\n",
                            "            },\n",
                            "            'dark': {\n",
                            "                'text': '#bbb',\n",
                            "                'background': 'black',\n",
                            "                'highlight': '#222'\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function render() {\n",
                            "\n",
                            "            // Set global state variables\n",
                            "\n",
                            "            var attData = config.attention[config.filter];\n",
                            "            config.leftText = attData.left_text;\n",
                            "            config.rightText = attData.right_text;\n",
                            "            config.attn = attData.attn;\n",
                            "            config.numLayers = config.attn.length;\n",
                            "            config.numHeads = config.attn[0].length;\n",
                            "            config.thumbnailBoxHeight = 7 * (12 / config.numHeads);\n",
                            "            config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
                            "            config.thumbnailWidth = DIV_WIDTH / config.numHeads;\n",
                            "            config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
                            "            config.divHeight = config.numLayers * config.thumbnailHeight;\n",
                            "\n",
                            "            const vis = $(`#${config.rootDivId} #vis`)\n",
                            "            vis.empty();\n",
                            "            vis.attr(\"height\", config.divHeight);\n",
                            "            config.svg = d3.select(`#${config.rootDivId} #vis`)\n",
                            "                .append('svg')\n",
                            "                .attr(\"width\", DIV_WIDTH)\n",
                            "                .attr(\"height\", config.divHeight)\n",
                            "              .attr(\"fill\", getBackgroundColor());\n",
                            "\n",
                            "            var i;\n",
                            "            var j;\n",
                            "            for (i = 0; i < config.numLayers; i++) {\n",
                            "                for (j = 0; j < config.numHeads; j++) {\n",
                            "                    renderThumbnail(i, j);\n",
                            "                }\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function renderThumbnail(layerIndex, headIndex) {\n",
                            "            var x = headIndex * config.thumbnailWidth;\n",
                            "            var y = layerIndex * config.thumbnailHeight;\n",
                            "            renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetail(att, layerIndex, headIndex) {\n",
                            "            var xOffset = .8 * config.thumbnailWidth;\n",
                            "            var maxX = DIV_WIDTH;\n",
                            "            var maxY = config.divHeight;\n",
                            "            var leftPos = (headIndex / config.numHeads) * DIV_WIDTH\n",
                            "            var x = leftPos + THUMBNAIL_PADDING + xOffset;\n",
                            "            if (x < MIN_X) {\n",
                            "                x = MIN_X;\n",
                            "            } else if (x + DETAIL_WIDTH > maxX) {\n",
                            "                x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;\n",
                            "            }\n",
                            "            var posLeftText = x;\n",
                            "            var posAttention = posLeftText + DETAIL_BOX_WIDTH;\n",
                            "            var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;\n",
                            "            var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
                            "            var yOffset = 20;\n",
                            "            var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;\n",
                            "            if (y < MIN_Y) {\n",
                            "                y = MIN_Y;\n",
                            "            } else if (y + config.detailHeight > maxY) {\n",
                            "                y = maxY - config.detailHeight;\n",
                            "            }\n",
                            "            renderDetailFrame(x, y, layerIndex);\n",
                            "            renderDetailHeading(x, y + Math.max(config.leftText.length, config.rightText.length) *\n",
                            "                DETAIL_BOX_HEIGHT, layerIndex, headIndex);\n",
                            "            renderDetailText(config.leftText, \"leftText\", posLeftText, y + DETAIL_PADDING, layerIndex);\n",
                            "            renderDetailAttn(posAttention, y + DETAIL_PADDING, att, layerIndex, headIndex);\n",
                            "            renderDetailText(config.rightText, \"rightText\", posRightText, y + DETAIL_PADDING, layerIndex);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailHeading(x, y, layerIndex, headIndex) {\n",
                            "            var fillColor = getTextColor();\n",
                            "            config.svg.append(\"text\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .text('Layer ' + layerIndex + \", Head \" + headIndex)\n",
                            "                .attr(\"font-size\", DETAIL_HEADING_TEXT_SIZE + \"px\")\n",
                            "                .style(\"cursor\", \"default\")\n",
                            "                .style(\"-webkit-user-select\", \"none\")\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .attr(\"x\", x + DETAIL_WIDTH / 2)\n",
                            "                .attr(\"text-anchor\", \"middle\")\n",
                            "                .attr(\"y\", y + 40)\n",
                            "                .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_WIDTH)\n",
                            "                .attr(\"dy\", DETAIL_HEADING_TEXT_SIZE);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailText(text, id, x, y, layerIndex) {\n",
                            "            var tokenContainer = config.svg.append(\"svg:g\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .selectAll(\"g\")\n",
                            "                .data(text)\n",
                            "                .enter()\n",
                            "                .append(\"g\");\n",
                            "\n",
                            "            var fillColor = getTextColor();\n",
                            "\n",
                            "            tokenContainer.append(\"rect\")\n",
                            "                .classed(\"highlight\", true)\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .style(\"opacity\", 0.0)\n",
                            "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", function (d, i) {\n",
                            "                    return y + i * DETAIL_BOX_HEIGHT;\n",
                            "                });\n",
                            "\n",
                            "            var textContainer = tokenContainer.append(\"text\")\n",
                            "                .classed(\"token\", true)\n",
                            "                .text(function (d) {\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
                            "                .style(\"cursor\", \"default\")\n",
                            "                .style(\"-webkit-user-select\", \"none\")\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", function (d, i) {\n",
                            "                    return i * DETAIL_BOX_HEIGHT + y;\n",
                            "                })\n",
                            "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "\n",
                            "            if (id == \"leftText\") {\n",
                            "                textContainer.style(\"text-anchor\", \"end\")\n",
                            "                    .attr(\"dx\", DETAIL_BOX_WIDTH - 2);\n",
                            "                tokenContainer.on(\"mouseover\", function (d, index) {\n",
                            "                    highlightSelection(index);\n",
                            "                });\n",
                            "                tokenContainer.on(\"mouseleave\", function () {\n",
                            "                    unhighlightSelection();\n",
                            "                });\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function highlightSelection(index) {\n",
                            "            config.svg.select(\"#leftText\")\n",
                            "                .selectAll(\".highlight\")\n",
                            "                .style(\"opacity\", function (d, i) {\n",
                            "                    return i == index ? 1.0 : 0.0;\n",
                            "                });\n",
                            "            config.svg.selectAll(\".attn-line-group\")\n",
                            "                .style(\"opacity\", function (d, i) {\n",
                            "                    return i == index ? 1.0 : 0.0;\n",
                            "                });\n",
                            "        }\n",
                            "\n",
                            "        function unhighlightSelection() {\n",
                            "            config.svg.select(\"#leftText\")\n",
                            "                .selectAll(\".highlight\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "            config.svg.selectAll(\".attn-line-group\")\n",
                            "                .style(\"opacity\", 1);\n",
                            "        }\n",
                            "\n",
                            "        function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {\n",
                            "\n",
                            "            var attnContainer = config.svg.append(\"svg:g\");\n",
                            "\n",
                            "            var attnBackground = attnContainer.append(\"rect\")\n",
                            "                .attr(\"id\", 'attn_background_' + layerIndex + \"_\" + headIndex)\n",
                            "                .classed(\"attn_background\", true)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.thumbnailHeight)\n",
                            "                .attr(\"width\", config.thumbnailWidth)\n",
                            "                .attr(\"stroke-width\", 2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", 0)\n",
                            "                .attr(\"fill\", getBackgroundColor());\n",
                            "            var x1 = x + THUMBNAIL_PADDING;\n",
                            "            var x2 = x1 + config.thumbnailWidth - 14;\n",
                            "            var y1 = y + THUMBNAIL_PADDING;\n",
                            "\n",
                            "            attnContainer.selectAll(\"g\")\n",
                            "                .data(att)\n",
                            "                .enter()\n",
                            "                .append(\"g\") // Add group for each source token\n",
                            "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
                            "                    return i;\n",
                            "                })\n",
                            "                .selectAll(\"line\")\n",
                            "                .data(function (d) { // Loop over all target tokens\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .enter() // When entering\n",
                            "                .append(\"line\")\n",
                            "                .attr(\"x1\", x1)\n",
                            "                .attr(\"y1\", function (d) {\n",
                            "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
                            "                    return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;\n",
                            "                })\n",
                            "                .attr(\"x2\", x2)\n",
                            "                .attr(\"y2\", function (d, targetIndex) {\n",
                            "                    return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;\n",
                            "                })\n",
                            "                .attr(\"stroke-width\", 2.2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", function (d) {\n",
                            "                    return d;\n",
                            "                });\n",
                            "\n",
                            "            var clickRegion = attnContainer.append(\"rect\")\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.thumbnailHeight)\n",
                            "                .attr(\"width\", config.thumbnailWidth)\n",
                            "                .style(\"opacity\", 0);\n",
                            "\n",
                            "            clickRegion.on(\"click\", function (d, index) {\n",
                            "                var attnBackgroundOther = config.svg.selectAll(\".attn_background\");\n",
                            "                attnBackgroundOther.attr(\"fill\", getBackgroundColor());\n",
                            "                attnBackgroundOther.attr(\"stroke-opacity\", 0);\n",
                            "\n",
                            "                config.svg.selectAll(\".detail\").remove();\n",
                            "                if (config.detail_layer != layerIndex || config.detail_head != headIndex) {\n",
                            "                    renderDetail(att, layerIndex, headIndex);\n",
                            "                    config.detail_layer = layerIndex;\n",
                            "                    config.detail_head = headIndex;\n",
                            "                    attnBackground.attr(\"fill\", getHighlightColor());\n",
                            "                    attnBackground.attr(\"stroke-opacity\", .8);\n",
                            "                } else {\n",
                            "                    config.detail_layer = null;\n",
                            "                    config.detail_head = null;\n",
                            "                    attnBackground.attr(\"fill\", getBackgroundColor());\n",
                            "                    attnBackground.attr(\"stroke-opacity\", 0);\n",
                            "                }\n",
                            "            });\n",
                            "\n",
                            "            clickRegion.on(\"mouseover\", function (d) {\n",
                            "                d3.select(this).style(\"cursor\", \"pointer\");\n",
                            "            });\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailFrame(x, y, layerIndex) {\n",
                            "            var detailFrame = config.svg.append(\"rect\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.detailHeight)\n",
                            "                .attr(\"width\", DETAIL_WIDTH)\n",
                            "                .style(\"opacity\", 1)\n",
                            "                .attr(\"stroke-width\", 1.5)\n",
                            "                .attr(\"stroke-opacity\", 0.7)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex));\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailAttn(x, y, att, layerIndex) {\n",
                            "            var attnContainer = config.svg.append(\"svg:g\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .attr(\"pointer-events\", \"none\");\n",
                            "            attnContainer.selectAll(\"g\")\n",
                            "                .data(att)\n",
                            "                .enter()\n",
                            "                .append(\"g\") // Add group for each source token\n",
                            "                .classed('attn-line-group', true)\n",
                            "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
                            "                    return i;\n",
                            "                })\n",
                            "                .selectAll(\"line\")\n",
                            "                .data(function (d) { // Loop over all target tokens\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .enter()\n",
                            "                .append(\"line\")\n",
                            "                .attr(\"x1\", x + ATTN_PADDING)\n",
                            "                .attr(\"y1\", function (d) {\n",
                            "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
                            "                    return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;\n",
                            "                })\n",
                            "                .attr(\"x2\", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)\n",
                            "                .attr(\"y2\", function (d, targetIndex) {\n",
                            "                    return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;\n",
                            "                })\n",
                            "                .attr(\"stroke-width\", 2.2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", function (d) {\n",
                            "                    return d;\n",
                            "                });\n",
                            "        }\n",
                            "\n",
                            "        function getLayerColor(layer) {\n",
                            "          return LAYER_COLORS[layer % 10];\n",
                            "        }\n",
                            "\n",
                            "        function getTextColor() {\n",
                            "            return PALETTE[config.mode]['text']\n",
                            "        }\n",
                            "\n",
                            "        function getBackgroundColor() {\n",
                            "           return PALETTE[config.mode]['background']\n",
                            "        }\n",
                            "\n",
                            "        function getHighlightColor() {\n",
                            "           return PALETTE[config.mode]['highlight']\n",
                            "        }\n",
                            "\n",
                            "        function initialize() {\n",
                            "            config.attention = params['attention'];\n",
                            "            config.filter = params['default_filter'];\n",
                            "            config.mode = params['display_mode'];\n",
                            "            config.rootDivId = params['root_div_id'];\n",
                            "            $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
                            "                config.filter = e.currentTarget.value;\n",
                            "                render();\n",
                            "            });\n",
                            "        }\n",
                            "\n",
                            "        initialize();\n",
                            "        render();\n",
                            "\n",
                            "    });"
                        ],
                        "text/plain": [
                            "<IPython.core.display.Javascript object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "model_view(attention, tokens)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### ENCODER-DECODER MODELS"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [],
            "source": [
                "MODEL = \"Helsinki-NLP/opus-mt-en-de\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [],
            "source": [
                "TEXT_ENCODER = \"She sees the small elephant.\"\n",
                "TEXT_DECODER = \"Sie sieht den kleinen Elefanten.\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {},
            "outputs": [],
            "source": [
                "tokenizer = AutoTokenizer.from_pretrained(MODEL)\n",
                "model = AutoModel.from_pretrained(MODEL, output_attentions=True)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [],
            "source": [
                "encoder_input_ids = tokenizer(TEXT_ENCODER, return_tensors=\"pt\", add_special_tokens=True).input_ids\n",
                "decoder_input_ids = tokenizer(TEXT_DECODER, return_tensors=\"pt\", add_special_tokens=True).input_ids\n",
                "\n",
                "outputs = model(input_ids=encoder_input_ids, decoder_input_ids=decoder_input_ids)\n",
                "\n",
                "encoder_text = tokenizer.convert_ids_to_tokens(encoder_input_ids[0])\n",
                "decoder_text = tokenizer.convert_ids_to_tokens(decoder_input_ids[0])"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "      \n",
                            "        <div id='bertviz-6db90a6c5c9547febaddafca199972ce'>\n",
                            "            <span style=\"user-select:none\">\n",
                            "                Layer: <select id=\"layer\"></select>\n",
                            "                Attention: <select id=\"filter\"><option value=\"0\">Encoder</option>\n",
                            "<option value=\"1\">Decoder</option>\n",
                            "<option value=\"2\">Cross</option></select>\n",
                            "            </span>\n",
                            "            <div id='vis'></div>\n",
                            "        </div>\n",
                            "    "
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "application/javascript": [
                            "/**\n",
                            " * @fileoverview Transformer Visualization D3 javascript code.\n",
                            " *\n",
                            " *\n",
                            " *  Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
                            " *\n",
                            " * Change log:\n",
                            " *\n",
                            " * 12/19/18  Jesse Vig   Assorted cleanup. Changed orientation of attention matrices.\n",
                            " * 12/29/20  Jesse Vig   Significant refactor.\n",
                            " * 12/31/20  Jesse Vig   Support multiple visualizations in single notebook.\n",
                            " * 02/06/21  Jesse Vig   Move require config from separate jupyter notebook step\n",
                            " * 05/03/21  Jesse Vig   Adjust height of visualization dynamically\n",
                            " **/\n",
                            "\n",
                            "require.config({\n",
                            "  paths: {\n",
                            "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
                            "    jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
                            "  }\n",
                            "});\n",
                            "\n",
                            "requirejs(['jquery', 'd3'], function ($, d3) {\n",
                            "\n",
                            "    const params = {\"attention\": [{\"name\": \"Encoder\", \"attn\": [[[[0.0015343179693445563, 0.06372829526662827, 0.3402520716190338, 0.014809303916990757, 0.11685427278280258, 0.09690533578395844, 0.3659164011478424], [0.008656513877213001, 0.08992935717105865, 0.25149786472320557, 0.07625745981931686, 0.20215430855751038, 0.10926036536693573, 0.26224416494369507], [0.01743713766336441, 0.19126100838184357, 0.019580217078328133, 0.10873700678348541, 0.5898742079734802, 0.013855690136551857, 0.05925469845533371], [0.006695661228150129, 0.06985638290643692, 0.03561459109187126, 0.03681695833802223, 0.7022322416305542, 0.054333802312612534, 0.09445030987262726], [0.0010159132070839405, 0.004103748593479395, 0.18814627826213837, 0.013669033534824848, 0.03894238546490669, 0.16656135022640228, 0.5875613689422607], [0.0033098733983933926, 0.06926336139440536, 0.006486027967184782, 0.033568885177373886, 0.7985183000564575, 0.014555910602211952, 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0.2284330278635025], [0.005994638428092003, 0.013340812176465988, 0.0019198644440621138, 0.02427576668560505, 0.030240194872021675, 0.010494116693735123, 0.9137346148490906], [0.005518263205885887, 0.019752193242311478, 0.004152650013566017, 0.061739031225442886, 0.26897627115249634, 0.017457792535424232, 0.6224038004875183], [0.0016672736965119839, 0.002430492313578725, 0.002489255741238594, 0.1657596379518509, 0.7353305816650391, 0.0028312611393630505, 0.08949147164821625], [0.031773846596479416, 0.032446153461933136, 0.004968846216797829, 0.16960813105106354, 0.32476216554641724, 0.02352086827158928, 0.4129200577735901], [0.021116197109222412, 0.039687998592853546, 0.0060255560092628, 0.09727173298597336, 0.18585188686847687, 0.02902802638709545, 0.6210185289382935], [0.03607083112001419, 0.15175454318523407, 0.007365543860942125, 0.08903928101062775, 0.0831257775425911, 0.03412874415516853, 0.5985153317451477], [0.02775733172893524, 0.09558019787073135, 0.01107382494956255, 0.2123294472694397, 0.17347291111946106, 0.024929840117692947, 0.45485642552375793], [0.01626325584948063, 0.02878526598215103, 0.009299670346081257, 0.02676163613796234, 0.012931368313729763, 0.06710857897996902, 0.8388502597808838], [0.0097701046615839, 0.0068324776366353035, 0.00398382730782032, 0.012570847757160664, 0.023380713537335396, 0.009401473216712475, 0.9340605139732361]], [[0.0713660940527916, 0.020366741344332695, 0.5036597847938538, 0.06278759241104126, 0.04612502455711365, 0.05604260042309761, 0.23965215682983398], [0.06828716397285461, 0.03483046218752861, 0.39521467685699463, 0.06549421697854996, 0.05034375935792923, 0.0678815022110939, 0.3179481625556946], [0.08396164327859879, 0.05044775456190109, 0.311310738325119, 0.050009530037641525, 0.02372772805392742, 0.05512706935405731, 0.425415575504303], [0.19965612888336182, 0.07516811043024063, 0.25751549005508423, 0.04796571657061577, 0.04198528081178665, 0.09026080369949341, 0.2874484956264496], [0.19819995760917664, 0.031784188002347946, 0.14117543399333954, 0.15140694379806519, 0.12809070944786072, 0.11122256517410278, 0.2381201684474945], [0.0509045347571373, 0.009135724045336246, 0.0882447212934494, 0.03888613358139992, 0.05359205603599548, 0.06061215698719025, 0.6986246705055237], [0.1416947841644287, 0.010845751501619816, 0.15678152441978455, 0.02955704927444458, 0.2597201466560364, 0.08291050791740417, 0.31849023699760437], [0.026236500591039658, 0.004111181478947401, 0.08042120933532715, 0.029697122052311897, 0.6876435875892639, 0.02327338606119156, 0.14861701428890228], [0.5009192228317261, 0.038861360400915146, 0.14363159239292145, 0.04494999721646309, 0.08764228969812393, 0.04791465401649475, 0.13608093559741974], [0.22394780814647675, 0.03275304287672043, 0.1352125108242035, 0.029632562771439552, 0.08554508537054062, 0.04582725465297699, 0.4470817744731903], [0.43985921144485474, 0.041203975677490234, 0.13342900574207306, 0.03508735075592995, 0.05764111876487732, 0.08454543352127075, 0.20823395252227783], [0.2806902229785919, 0.03607270494103432, 0.1636258363723755, 0.057070400565862656, 0.11190333962440491, 0.07561031728982925, 0.27502718567848206], [0.23015964031219482, 0.013746802695095539, 0.059254370629787445, 0.02490968629717827, 0.012573787942528725, 0.05166614428162575, 0.6076895594596863], [0.0698656365275383, 0.008911496959626675, 0.0851321592926979, 0.01958746463060379, 0.02218705043196678, 0.0507187582552433, 0.7435974478721619]]]], \"left_text\": [\" Sie\", \" si\", \"eh\", \"t\", \" den\", \" k\", \"lein\", \"en\", \" El\", \"ef\", \"ant\", \"en\", \".\", \"</s>\"], \"right_text\": [\" She\", \" sees\", \" the\", \" small\", \" elephant\", \".\", \"</s>\"]}], \"default_filter\": \"0\", \"root_div_id\": \"bertviz-6db90a6c5c9547febaddafca199972ce\", \"layer\": null, \"heads\": null} is a template marker that is replaced by actual params.\n",
                            "    const TEXT_SIZE = 15;\n",
                            "    const BOXWIDTH = 110;\n",
                            "    const BOXHEIGHT = 22.5;\n",
                            "    const MATRIX_WIDTH = 115;\n",
                            "    const CHECKBOX_SIZE = 20;\n",
                            "    const TEXT_TOP = 30;\n",
                            "\n",
                            "    console.log(\"d3 version\", d3.version)\n",
                            "    let headColors;\n",
                            "    try {\n",
                            "        headColors = d3.scaleOrdinal(d3.schemeCategory10);\n",
                            "    } catch (err) {\n",
                            "        console.log('Older d3 version')\n",
                            "        headColors = d3.scale.category10();\n",
                            "    }\n",
                            "    let config = {};\n",
                            "    initialize();\n",
                            "    renderVis();\n",
                            "\n",
                            "    function initialize() {\n",
                            "        config.attention = params['attention'];\n",
                            "        config.filter = params['default_filter'];\n",
                            "        config.rootDivId = params['root_div_id'];\n",
                            "        config.nLayers = config.attention[config.filter]['attn'].length;\n",
                            "        config.nHeads = config.attention[config.filter]['attn'][0].length;\n",
                            "        if (params['heads']) {\n",
                            "            config.headVis = new Array(config.nHeads).fill(false);\n",
                            "            params['heads'].forEach(x => config.headVis[x] = true);\n",
                            "        } else {\n",
                            "            config.headVis = new Array(config.nHeads).fill(true);\n",
                            "        }\n",
                            "        config.initialTextLength = config.attention[config.filter].right_text.length;\n",
                            "        config.layer = (params['layer'] == null ? 0 : params['layer'])\n",
                            "\n",
                            "\n",
                            "        let layerEl = $(`#${config.rootDivId} #layer`);\n",
                            "        for (var i = 0; i < config.nLayers; i++) {\n",
                            "            layerEl.append($(\"<option />\").val(i).text(i));\n",
                            "        }\n",
                            "        layerEl.val(config.layer).change();\n",
                            "        layerEl.on('change', function (e) {\n",
                            "            config.layer = +e.currentTarget.value;\n",
                            "            renderVis();\n",
                            "        });\n",
                            "\n",
                            "        $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
                            "            config.filter = e.currentTarget.value;\n",
                            "            renderVis();\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function renderVis() {\n",
                            "\n",
                            "        // Load parameters\n",
                            "        const attnData = config.attention[config.filter];\n",
                            "        const leftText = attnData.left_text;\n",
                            "        const rightText = attnData.right_text;\n",
                            "\n",
                            "        // Select attention for given layer\n",
                            "        const layerAttention = attnData.attn[config.layer];\n",
                            "\n",
                            "        // Clear vis\n",
                            "        $(`#${config.rootDivId} #vis`).empty();\n",
                            "\n",
                            "        // Determine size of visualization\n",
                            "        const height = Math.max(leftText.length, rightText.length) * BOXHEIGHT + TEXT_TOP;\n",
                            "        const svg = d3.select(`#${config.rootDivId} #vis`)\n",
                            "            .append('svg')\n",
                            "            .attr(\"width\", \"100%\")\n",
                            "            .attr(\"height\", height + \"px\");\n",
                            "\n",
                            "        // Display tokens on left and right side of visualization\n",
                            "        renderText(svg, leftText, true, layerAttention, 0);\n",
                            "        renderText(svg, rightText, false, layerAttention, MATRIX_WIDTH + BOXWIDTH);\n",
                            "\n",
                            "        // Render attention arcs\n",
                            "        renderAttention(svg, layerAttention);\n",
                            "\n",
                            "        // Draw squares at top of visualization, one for each head\n",
                            "        drawCheckboxes(0, svg, layerAttention);\n",
                            "    }\n",
                            "\n",
                            "    function renderText(svg, text, isLeft, attention, leftPos) {\n",
                            "\n",
                            "        const textContainer = svg.append(\"svg:g\")\n",
                            "            .attr(\"id\", isLeft ? \"left\" : \"right\");\n",
                            "\n",
                            "        // Add attention highlights superimposed over words\n",
                            "        textContainer.append(\"g\")\n",
                            "            .classed(\"attentionBoxes\", true)\n",
                            "            .selectAll(\"g\")\n",
                            "            .data(attention)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .attr(\"head-index\", (d, i) => i)\n",
                            "            .selectAll(\"rect\")\n",
                            "            .data(d => isLeft ? d : transpose(d)) // if right text, transpose attention to get right-to-left weights\n",
                            "            .enter()\n",
                            "            .append(\"rect\")\n",
                            "            .attr(\"x\", function () {\n",
                            "                var headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                return leftPos + boxOffsets(headIndex);\n",
                            "            })\n",
                            "            .attr(\"y\", (+1) * BOXHEIGHT)\n",
                            "            .attr(\"width\", BOXWIDTH / activeHeads())\n",
                            "            .attr(\"height\", BOXHEIGHT)\n",
                            "            .attr(\"fill\", function () {\n",
                            "                return headColors(+this.parentNode.getAttribute(\"head-index\"))\n",
                            "            })\n",
                            "            .style(\"opacity\", 0.0);\n",
                            "\n",
                            "        const tokenContainer = textContainer.append(\"g\").selectAll(\"g\")\n",
                            "            .data(text)\n",
                            "            .enter()\n",
                            "            .append(\"g\");\n",
                            "\n",
                            "        // Add gray background that appears when hovering over text\n",
                            "        tokenContainer.append(\"rect\")\n",
                            "            .classed(\"background\", true)\n",
                            "            .style(\"opacity\", 0.0)\n",
                            "            .attr(\"fill\", \"lightgray\")\n",
                            "            .attr(\"x\", leftPos)\n",
                            "            .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
                            "            .attr(\"width\", BOXWIDTH)\n",
                            "            .attr(\"height\", BOXHEIGHT);\n",
                            "\n",
                            "        // Add token text\n",
                            "        const textEl = tokenContainer.append(\"text\")\n",
                            "            .text(d => d)\n",
                            "            .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
                            "            .style(\"cursor\", \"default\")\n",
                            "            .style(\"-webkit-user-select\", \"none\")\n",
                            "            .attr(\"x\", leftPos)\n",
                            "            .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT);\n",
                            "\n",
                            "        if (isLeft) {\n",
                            "            textEl.style(\"text-anchor\", \"end\")\n",
                            "                .attr(\"dx\", BOXWIDTH - 0.5 * TEXT_SIZE)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "        } else {\n",
                            "            textEl.style(\"text-anchor\", \"start\")\n",
                            "                .attr(\"dx\", +0.5 * TEXT_SIZE)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "        }\n",
                            "\n",
                            "        tokenContainer.on(\"mouseover\", function (d, index) {\n",
                            "\n",
                            "            // Show gray background for moused-over token\n",
                            "            textContainer.selectAll(\".background\")\n",
                            "                .style(\"opacity\", (d, i) => i === index ? 1.0 : 0.0)\n",
                            "\n",
                            "            // Reset visibility attribute for any previously highlighted attention arcs\n",
                            "            svg.select(\"#attention\")\n",
                            "                .selectAll(\"line[visibility='visible']\")\n",
                            "                .attr(\"visibility\", null)\n",
                            "\n",
                            "            // Hide group containing attention arcs\n",
                            "            svg.select(\"#attention\").attr(\"visibility\", \"hidden\");\n",
                            "\n",
                            "            // Set to visible appropriate attention arcs to be highlighted\n",
                            "            if (isLeft) {\n",
                            "                svg.select(\"#attention\").selectAll(\"line[left-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
                            "            } else {\n",
                            "                svg.select(\"#attention\").selectAll(\"line[right-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
                            "            }\n",
                            "\n",
                            "            // Update color boxes superimposed over tokens\n",
                            "            const id = isLeft ? \"right\" : \"left\";\n",
                            "            const leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;\n",
                            "            svg.select(\"#\" + id)\n",
                            "                .selectAll(\".attentionBoxes\")\n",
                            "                .selectAll(\"g\")\n",
                            "                .attr(\"head-index\", (d, i) => i)\n",
                            "                .selectAll(\"rect\")\n",
                            "                .attr(\"x\", function () {\n",
                            "                    const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                    return leftPos + boxOffsets(headIndex);\n",
                            "                })\n",
                            "                .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
                            "                .attr(\"width\", BOXWIDTH / activeHeads())\n",
                            "                .attr(\"height\", BOXHEIGHT)\n",
                            "                .style(\"opacity\", function (d) {\n",
                            "                    const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
                            "                    if (config.headVis[headIndex])\n",
                            "                        if (d) {\n",
                            "                            return d[index];\n",
                            "                        } else {\n",
                            "                            return 0.0;\n",
                            "                        }\n",
                            "                    else\n",
                            "                        return 0.0;\n",
                            "                });\n",
                            "        });\n",
                            "\n",
                            "        textContainer.on(\"mouseleave\", function () {\n",
                            "\n",
                            "            // Unhighlight selected token\n",
                            "            d3.select(this).selectAll(\".background\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "\n",
                            "            // Reset visibility attributes for previously selected lines\n",
                            "            svg.select(\"#attention\")\n",
                            "                .selectAll(\"line[visibility='visible']\")\n",
                            "                .attr(\"visibility\", null) ;\n",
                            "            svg.select(\"#attention\").attr(\"visibility\", \"visible\");\n",
                            "\n",
                            "            // Reset highlights superimposed over tokens\n",
                            "            svg.selectAll(\".attentionBoxes\")\n",
                            "                .selectAll(\"g\")\n",
                            "                .selectAll(\"rect\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function renderAttention(svg, attention) {\n",
                            "\n",
                            "        // Remove previous dom elements\n",
                            "        svg.select(\"#attention\").remove();\n",
                            "\n",
                            "        // Add new elements\n",
                            "        svg.append(\"g\")\n",
                            "            .attr(\"id\", \"attention\") // Container for all attention arcs\n",
                            "            .selectAll(\".headAttention\")\n",
                            "            .data(attention)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .classed(\"headAttention\", true) // Group attention arcs by head\n",
                            "            .attr(\"head-index\", (d, i) => i)\n",
                            "            .selectAll(\".tokenAttention\")\n",
                            "            .data(d => d)\n",
                            "            .enter()\n",
                            "            .append(\"g\")\n",
                            "            .classed(\"tokenAttention\", true) // Group attention arcs by left token\n",
                            "            .attr(\"left-token-index\", (d, i) => i)\n",
                            "            .selectAll(\"line\")\n",
                            "            .data(d => d)\n",
                            "            .enter()\n",
                            "            .append(\"line\")\n",
                            "            .attr(\"x1\", BOXWIDTH)\n",
                            "            .attr(\"y1\", function () {\n",
                            "                const leftTokenIndex = +this.parentNode.getAttribute(\"left-token-index\")\n",
                            "                return TEXT_TOP + leftTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2)\n",
                            "            })\n",
                            "            .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
                            "            .attr(\"y2\", (d, rightTokenIndex) => TEXT_TOP + rightTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2))\n",
                            "            .attr(\"stroke-width\", 2)\n",
                            "            .attr(\"stroke\", function () {\n",
                            "                const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
                            "                return headColors(headIndex)\n",
                            "            })\n",
                            "            .attr(\"left-token-index\", function () {\n",
                            "                return +this.parentNode.getAttribute(\"left-token-index\")\n",
                            "            })\n",
                            "            .attr(\"right-token-index\", (d, i) => i)\n",
                            "        ;\n",
                            "        updateAttention(svg)\n",
                            "    }\n",
                            "\n",
                            "    function updateAttention(svg) {\n",
                            "        svg.select(\"#attention\")\n",
                            "            .selectAll(\"line\")\n",
                            "            .attr(\"stroke-opacity\", function (d) {\n",
                            "                const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
                            "                // If head is selected\n",
                            "                if (config.headVis[headIndex]) {\n",
                            "                    // Set opacity to attention weight divided by number of active heads\n",
                            "                    return d / activeHeads()\n",
                            "                } else {\n",
                            "                    return 0.0;\n",
                            "                }\n",
                            "            })\n",
                            "    }\n",
                            "\n",
                            "    function boxOffsets(i) {\n",
                            "        const numHeadsAbove = config.headVis.reduce(\n",
                            "            function (acc, val, cur) {\n",
                            "                return val && cur < i ? acc + 1 : acc;\n",
                            "            }, 0);\n",
                            "        return numHeadsAbove * (BOXWIDTH / activeHeads());\n",
                            "    }\n",
                            "\n",
                            "    function activeHeads() {\n",
                            "        return config.headVis.reduce(function (acc, val) {\n",
                            "            return val ? acc + 1 : acc;\n",
                            "        }, 0);\n",
                            "    }\n",
                            "\n",
                            "    function drawCheckboxes(top, svg) {\n",
                            "        const checkboxContainer = svg.append(\"g\");\n",
                            "        const checkbox = checkboxContainer.selectAll(\"rect\")\n",
                            "            .data(config.headVis)\n",
                            "            .enter()\n",
                            "            .append(\"rect\")\n",
                            "            .attr(\"fill\", (d, i) => headColors(i))\n",
                            "            .attr(\"x\", (d, i) => i * CHECKBOX_SIZE)\n",
                            "            .attr(\"y\", top)\n",
                            "            .attr(\"width\", CHECKBOX_SIZE)\n",
                            "            .attr(\"height\", CHECKBOX_SIZE);\n",
                            "\n",
                            "        function updateCheckboxes() {\n",
                            "            checkboxContainer.selectAll(\"rect\")\n",
                            "                .data(config.headVis)\n",
                            "                .attr(\"fill\", (d, i) => d ? headColors(i): lighten(headColors(i)));\n",
                            "        }\n",
                            "\n",
                            "        updateCheckboxes();\n",
                            "\n",
                            "        checkbox.on(\"click\", function (d, i) {\n",
                            "            if (config.headVis[i] && activeHeads() === 1) return;\n",
                            "            config.headVis[i] = !config.headVis[i];\n",
                            "            updateCheckboxes();\n",
                            "            updateAttention(svg);\n",
                            "        });\n",
                            "\n",
                            "        checkbox.on(\"dblclick\", function (d, i) {\n",
                            "            // If we double click on the only active head then reset\n",
                            "            if (config.headVis[i] && activeHeads() === 1) {\n",
                            "                config.headVis = new Array(config.nHeads).fill(true);\n",
                            "            } else {\n",
                            "                config.headVis = new Array(config.nHeads).fill(false);\n",
                            "                config.headVis[i] = true;\n",
                            "            }\n",
                            "            updateCheckboxes();\n",
                            "            updateAttention(svg);\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "    function lighten(color) {\n",
                            "        const c = d3.hsl(color);\n",
                            "        const increment = (1 - c.l) * 0.6;\n",
                            "        c.l += increment;\n",
                            "        c.s -= increment;\n",
                            "        return c;\n",
                            "    }\n",
                            "\n",
                            "    function transpose(mat) {\n",
                            "        return mat[0].map(function (col, i) {\n",
                            "            return mat.map(function (row) {\n",
                            "                return row[i];\n",
                            "            });\n",
                            "        });\n",
                            "    }\n",
                            "\n",
                            "});"
                        ],
                        "text/plain": [
                            "<IPython.core.display.Javascript object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "head_view(\n",
                "    encoder_attention=outputs.encoder_attentions,\n",
                "    decoder_attention=outputs.decoder_attentions,\n",
                "    cross_attention=outputs.cross_attentions,\n",
                "    encoder_tokens= encoder_text,\n",
                "    decoder_tokens = decoder_text\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "metadata": {
                "scrolled": false
            },
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "      \n",
                            "        <div id='bertviz-da5a72d69294450895cc93e219d2fccd'>\n",
                            "            <span style=\"user-select:none\">\n",
                            "                Attention: <select id=\"filter\"><option value=\"0\">Encoder</option>\n",
                            "<option value=\"1\">Decoder</option>\n",
                            "<option value=\"2\">Cross</option></select>\n",
                            "            </span>\n",
                            "            <div id='vis'></div>\n",
                            "        </div>\n",
                            "    "
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "application/javascript": [
                            "/**\n",
                            " * @fileoverview Transformer Visualization D3 javascript code.\n",
                            " *\n",
                            " * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
                            " *\n",
                            " * Change log:\n",
                            " *\n",
                            " * 02/01/19  Jesse Vig   Initial implementation\n",
                            " * 12/31/20  Jesse Vig   Support multiple visualizations in single notebook.\n",
                            " * 01/19/21  Jesse Vig   Support light/dark modes\n",
                            " * 02/06/21  Jesse Vig   Move require config from separate jupyter notebook step\n",
                            " * 05/03/21  Jesse Vig   Adjust visualization height dynamically\n",
                            " **/\n",
                            "\n",
                            "require.config({\n",
                            "  paths: {\n",
                            "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
                            "    jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
                            "  }\n",
                            "});\n",
                            "\n",
                            "requirejs(['jquery', 'd3'], function($, d3) {\n",
                            "\n",
                            "        const params = {\"attention\": [{\"name\": \"Encoder\", \"attn\": [[[[0.0015343179693445563, 0.06372829526662827, 0.3402520716190338, 0.014809303916990757, 0.11685427278280258, 0.09690533578395844, 0.3659164011478424], [0.008656513877213001, 0.08992935717105865, 0.25149786472320557, 0.07625745981931686, 0.20215430855751038, 0.10926036536693573, 0.26224416494369507], [0.01743713766336441, 0.19126100838184357, 0.019580217078328133, 0.10873700678348541, 0.5898742079734802, 0.013855690136551857, 0.05925469845533371], [0.006695661228150129, 0.06985638290643692, 0.03561459109187126, 0.03681695833802223, 0.7022322416305542, 0.054333802312612534, 0.09445030987262726], [0.0010159132070839405, 0.004103748593479395, 0.18814627826213837, 0.013669033534824848, 0.03894238546490669, 0.16656135022640228, 0.5875613689422607], [0.0033098733983933926, 0.06926336139440536, 0.006486027967184782, 0.033568885177373886, 0.7985183000564575, 0.014555910602211952, 0.07429762929677963], [0.006561059970408678, 0.028042230755090714, 0.06652601808309555, 0.04403909668326378, 0.1904589682817459, 0.17164954543113708, 0.49272310733795166]], [[0.0010659039253368974, 0.027911514043807983, 0.5827310681343079, 0.00583711639046669, 0.02539275959134102, 0.09940840303897858, 0.25765326619148254], [0.014391965232789516, 0.07798851281404495, 0.4047695994377136, 0.01874568685889244, 0.03196389973163605, 0.1091737151145935, 0.34296661615371704], [0.05386969447135925, 0.1397337168455124, 0.1042787954211235, 0.41253480315208435, 0.13313433527946472, 0.06411976367235184, 0.09232895076274872], [0.011524752713739872, 0.024617008864879608, 0.11605977267026901, 0.15868355333805084, 0.07823850214481354, 0.1350926011800766, 0.4757837951183319], [0.000765774748288095, 0.0007213741773739457, 0.15132009983062744, 0.007885550148785114, 0.01554951909929514, 0.1716994047164917, 0.6520583033561707], [0.00261464505456388, 0.01399530004709959, 0.0927773043513298, 0.05853908136487007, 0.12484410405158997, 0.22863952815532684, 0.4785899519920349], [0.005509554408490658, 0.018335115164518356, 0.07280543446540833, 0.02366117760539055, 0.06281809508800507, 0.21027612686157227, 0.6065945625305176]], [[0.001894954708404839, 0.04986847937107086, 0.3366052806377411, 0.005386138800531626, 0.11281800270080566, 0.07878921926021576, 0.4146379232406616], [0.0033349881414324045, 0.03520013391971588, 0.5712409615516663, 0.031452734023332596, 0.0384756363928318, 0.08380278199911118, 0.2364927977323532], [0.032189127057790756, 0.08156478404998779, 0.22131586074829102, 0.08562739938497543, 0.08101073652505875, 0.1313415765762329, 0.36695045232772827], [0.0022780823055654764, 0.08724657446146011, 0.20255671441555023, 0.09033971279859543, 0.11631207168102264, 0.25404372811317444, 0.24722309410572052], [0.00028211530297994614, 0.0050274962559342384, 0.12840455770492554, 0.008146004751324654, 0.05242825299501419, 0.23907428979873657, 0.5666372776031494], 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0.009854565374553204, 0.004642602521926165, 0.01593930274248123, 0.011654694564640522, 0.019929127767682076, 0.9313163161277771]], [[0.0036343783140182495, 0.09568260610103607, 0.006656564772129059, 0.018384167924523354, 0.03267376869916916, 0.02588816173374653, 0.8170803785324097], [0.0023960524704307318, 0.07521187514066696, 0.005986847914755344, 0.01468318048864603, 0.022993046790361404, 0.02104181982576847, 0.85768723487854], [0.0020663535688072443, 0.06452266871929169, 0.004657512065023184, 0.007453668396919966, 0.010813405737280846, 0.012229769490659237, 0.8982565999031067], [0.007115038111805916, 0.21375294029712677, 0.00820996705442667, 0.01896277628839016, 0.027592593804001808, 0.018854524940252304, 0.7055122256278992], [0.005241211038082838, 0.13368147611618042, 0.011349765583872795, 0.07531184703111649, 0.10339058190584183, 0.03346708416938782, 0.6375579833984375], [0.0006557552260346711, 0.00980596523731947, 0.004030424635857344, 0.007094267755746841, 0.022541603073477745, 0.01175087969750166, 0.9441211223602295], [0.001857828930951655, 0.0842159166932106, 0.008787160739302635, 0.013785281218588352, 0.06751774251461029, 0.027355339378118515, 0.7964807152748108], [0.0036178745795041323, 0.11024150252342224, 0.01585855707526207, 0.030876226723194122, 0.2555716335773468, 0.041525449603796005, 0.5423087477684021], [0.01550271362066269, 0.45975449681282043, 0.007326585240662098, 0.02155662514269352, 0.07318268716335297, 0.022385787218809128, 0.4002910554409027], [0.006796808447688818, 0.1204964816570282, 0.012316594831645489, 0.008544757030904293, 0.029380671679973602, 0.020449189469218254, 0.802015483379364], [0.010858944617211819, 0.5652814507484436, 0.013435420580208302, 0.014992611482739449, 0.019592931494116783, 0.01990538462996483, 0.35593318939208984], [0.014076794497668743, 0.49316155910491943, 0.015254298225045204, 0.026358935981988907, 0.07115057110786438, 0.023938901722431183, 0.3560590147972107], [0.007174638565629721, 0.034946296364068985, 0.0041769277304410934, 0.013428915292024612, 0.009302292950451374, 0.015323231928050518, 0.9156476259231567], [0.008528663776814938, 0.010427679866552353, 0.004182545933872461, 0.007511409930884838, 0.008222037926316261, 0.04462731257081032, 0.9165002703666687]], [[0.004697725176811218, 0.014410706236958504, 0.002376365475356579, 0.21489988267421722, 0.22775036096572876, 0.01935454085469246, 0.5165103673934937], [0.0034637129865586758, 0.01107513252645731, 0.0015984100755304098, 0.14674952626228333, 0.12774983048439026, 0.029086291790008545, 0.6802770495414734], [0.0023498761001974344, 0.006618276704102755, 0.0009700271766632795, 0.063262440264225, 0.05731450021266937, 0.020397843793034554, 0.8490870594978333], [0.006942639593034983, 0.019697552546858788, 0.0022444084752351046, 0.1390511840581894, 0.06095558777451515, 0.0301941130310297, 0.740914523601532], [0.0037955183070153, 0.007474467623978853, 0.002590550808236003, 0.5936232805252075, 0.15696796774864197, 0.007115209475159645, 0.2284330278635025], [0.005994638428092003, 0.013340812176465988, 0.0019198644440621138, 0.02427576668560505, 0.030240194872021675, 0.010494116693735123, 0.9137346148490906], [0.005518263205885887, 0.019752193242311478, 0.004152650013566017, 0.061739031225442886, 0.26897627115249634, 0.017457792535424232, 0.6224038004875183], [0.0016672736965119839, 0.002430492313578725, 0.002489255741238594, 0.1657596379518509, 0.7353305816650391, 0.0028312611393630505, 0.08949147164821625], [0.031773846596479416, 0.032446153461933136, 0.004968846216797829, 0.16960813105106354, 0.32476216554641724, 0.02352086827158928, 0.4129200577735901], [0.021116197109222412, 0.039687998592853546, 0.0060255560092628, 0.09727173298597336, 0.18585188686847687, 0.02902802638709545, 0.6210185289382935], [0.03607083112001419, 0.15175454318523407, 0.007365543860942125, 0.08903928101062775, 0.0831257775425911, 0.03412874415516853, 0.5985153317451477], [0.02775733172893524, 0.09558019787073135, 0.01107382494956255, 0.2123294472694397, 0.17347291111946106, 0.024929840117692947, 0.45485642552375793], [0.01626325584948063, 0.02878526598215103, 0.009299670346081257, 0.02676163613796234, 0.012931368313729763, 0.06710857897996902, 0.8388502597808838], [0.0097701046615839, 0.0068324776366353035, 0.00398382730782032, 0.012570847757160664, 0.023380713537335396, 0.009401473216712475, 0.9340605139732361]], [[0.0713660940527916, 0.020366741344332695, 0.5036597847938538, 0.06278759241104126, 0.04612502455711365, 0.05604260042309761, 0.23965215682983398], [0.06828716397285461, 0.03483046218752861, 0.39521467685699463, 0.06549421697854996, 0.05034375935792923, 0.0678815022110939, 0.3179481625556946], [0.08396164327859879, 0.05044775456190109, 0.311310738325119, 0.050009530037641525, 0.02372772805392742, 0.05512706935405731, 0.425415575504303], [0.19965612888336182, 0.07516811043024063, 0.25751549005508423, 0.04796571657061577, 0.04198528081178665, 0.09026080369949341, 0.2874484956264496], [0.19819995760917664, 0.031784188002347946, 0.14117543399333954, 0.15140694379806519, 0.12809070944786072, 0.11122256517410278, 0.2381201684474945], [0.0509045347571373, 0.009135724045336246, 0.0882447212934494, 0.03888613358139992, 0.05359205603599548, 0.06061215698719025, 0.6986246705055237], [0.1416947841644287, 0.010845751501619816, 0.15678152441978455, 0.02955704927444458, 0.2597201466560364, 0.08291050791740417, 0.31849023699760437], [0.026236500591039658, 0.004111181478947401, 0.08042120933532715, 0.029697122052311897, 0.6876435875892639, 0.02327338606119156, 0.14861701428890228], [0.5009192228317261, 0.038861360400915146, 0.14363159239292145, 0.04494999721646309, 0.08764228969812393, 0.04791465401649475, 0.13608093559741974], [0.22394780814647675, 0.03275304287672043, 0.1352125108242035, 0.029632562771439552, 0.08554508537054062, 0.04582725465297699, 0.4470817744731903], [0.43985921144485474, 0.041203975677490234, 0.13342900574207306, 0.03508735075592995, 0.05764111876487732, 0.08454543352127075, 0.20823395252227783], [0.2806902229785919, 0.03607270494103432, 0.1636258363723755, 0.057070400565862656, 0.11190333962440491, 0.07561031728982925, 0.27502718567848206], [0.23015964031219482, 0.013746802695095539, 0.059254370629787445, 0.02490968629717827, 0.012573787942528725, 0.05166614428162575, 0.6076895594596863], [0.0698656365275383, 0.008911496959626675, 0.0851321592926979, 0.01958746463060379, 0.02218705043196678, 0.0507187582552433, 0.7435974478721619]]]], \"left_text\": [\" Sie\", \" si\", \"eh\", \"t\", \" den\", \" k\", \"lein\", \"en\", \" El\", \"ef\", \"ant\", \"en\", \".\", \"</s>\"], \"right_text\": [\" She\", \" sees\", \" the\", \" small\", \" elephant\", \".\", \"</s>\"]}], \"default_filter\": \"0\", \"display_mode\": \"dark\", \"root_div_id\": \"bertviz-da5a72d69294450895cc93e219d2fccd\"} is a template marker that is replaced by actual params.\n",
                            "        const config = {};\n",
                            "\n",
                            "        const MIN_X = 0;\n",
                            "        const MIN_Y = 0;\n",
                            "        const DIV_WIDTH = 970;\n",
                            "        const THUMBNAIL_PADDING = 5;\n",
                            "        const DETAIL_WIDTH = 300;\n",
                            "        const DETAIL_ATTENTION_WIDTH = 140;\n",
                            "        const DETAIL_BOX_WIDTH = 80;\n",
                            "        const DETAIL_BOX_HEIGHT = 18;\n",
                            "        const DETAIL_PADDING = 28;\n",
                            "        const ATTN_PADDING = 0;\n",
                            "        const DETAIL_HEADING_HEIGHT = 25;\n",
                            "        const DETAIL_HEADING_TEXT_SIZE = 15;\n",
                            "        const TEXT_SIZE = 13;\n",
                            "        const LAYER_COLORS = d3.schemeCategory10;\n",
                            "        const PALETTE = {\n",
                            "            'light': {\n",
                            "                'text': 'black',\n",
                            "                'background': 'white',\n",
                            "                'highlight': '#F5F5F5'\n",
                            "            },\n",
                            "            'dark': {\n",
                            "                'text': '#bbb',\n",
                            "                'background': 'black',\n",
                            "                'highlight': '#222'\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function render() {\n",
                            "\n",
                            "            // Set global state variables\n",
                            "\n",
                            "            var attData = config.attention[config.filter];\n",
                            "            config.leftText = attData.left_text;\n",
                            "            config.rightText = attData.right_text;\n",
                            "            config.attn = attData.attn;\n",
                            "            config.numLayers = config.attn.length;\n",
                            "            config.numHeads = config.attn[0].length;\n",
                            "            config.thumbnailBoxHeight = 7 * (12 / config.numHeads);\n",
                            "            config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
                            "            config.thumbnailWidth = DIV_WIDTH / config.numHeads;\n",
                            "            config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
                            "            config.divHeight = config.numLayers * config.thumbnailHeight;\n",
                            "\n",
                            "            const vis = $(`#${config.rootDivId} #vis`)\n",
                            "            vis.empty();\n",
                            "            vis.attr(\"height\", config.divHeight);\n",
                            "            config.svg = d3.select(`#${config.rootDivId} #vis`)\n",
                            "                .append('svg')\n",
                            "                .attr(\"width\", DIV_WIDTH)\n",
                            "                .attr(\"height\", config.divHeight)\n",
                            "              .attr(\"fill\", getBackgroundColor());\n",
                            "\n",
                            "            var i;\n",
                            "            var j;\n",
                            "            for (i = 0; i < config.numLayers; i++) {\n",
                            "                for (j = 0; j < config.numHeads; j++) {\n",
                            "                    renderThumbnail(i, j);\n",
                            "                }\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function renderThumbnail(layerIndex, headIndex) {\n",
                            "            var x = headIndex * config.thumbnailWidth;\n",
                            "            var y = layerIndex * config.thumbnailHeight;\n",
                            "            renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetail(att, layerIndex, headIndex) {\n",
                            "            var xOffset = .8 * config.thumbnailWidth;\n",
                            "            var maxX = DIV_WIDTH;\n",
                            "            var maxY = config.divHeight;\n",
                            "            var leftPos = (headIndex / config.numHeads) * DIV_WIDTH\n",
                            "            var x = leftPos + THUMBNAIL_PADDING + xOffset;\n",
                            "            if (x < MIN_X) {\n",
                            "                x = MIN_X;\n",
                            "            } else if (x + DETAIL_WIDTH > maxX) {\n",
                            "                x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;\n",
                            "            }\n",
                            "            var posLeftText = x;\n",
                            "            var posAttention = posLeftText + DETAIL_BOX_WIDTH;\n",
                            "            var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;\n",
                            "            var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
                            "            var yOffset = 20;\n",
                            "            var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;\n",
                            "            if (y < MIN_Y) {\n",
                            "                y = MIN_Y;\n",
                            "            } else if (y + config.detailHeight > maxY) {\n",
                            "                y = maxY - config.detailHeight;\n",
                            "            }\n",
                            "            renderDetailFrame(x, y, layerIndex);\n",
                            "            renderDetailHeading(x, y + Math.max(config.leftText.length, config.rightText.length) *\n",
                            "                DETAIL_BOX_HEIGHT, layerIndex, headIndex);\n",
                            "            renderDetailText(config.leftText, \"leftText\", posLeftText, y + DETAIL_PADDING, layerIndex);\n",
                            "            renderDetailAttn(posAttention, y + DETAIL_PADDING, att, layerIndex, headIndex);\n",
                            "            renderDetailText(config.rightText, \"rightText\", posRightText, y + DETAIL_PADDING, layerIndex);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailHeading(x, y, layerIndex, headIndex) {\n",
                            "            var fillColor = getTextColor();\n",
                            "            config.svg.append(\"text\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .text('Layer ' + layerIndex + \", Head \" + headIndex)\n",
                            "                .attr(\"font-size\", DETAIL_HEADING_TEXT_SIZE + \"px\")\n",
                            "                .style(\"cursor\", \"default\")\n",
                            "                .style(\"-webkit-user-select\", \"none\")\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .attr(\"x\", x + DETAIL_WIDTH / 2)\n",
                            "                .attr(\"text-anchor\", \"middle\")\n",
                            "                .attr(\"y\", y + 40)\n",
                            "                .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_WIDTH)\n",
                            "                .attr(\"dy\", DETAIL_HEADING_TEXT_SIZE);\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailText(text, id, x, y, layerIndex) {\n",
                            "            var tokenContainer = config.svg.append(\"svg:g\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .selectAll(\"g\")\n",
                            "                .data(text)\n",
                            "                .enter()\n",
                            "                .append(\"g\");\n",
                            "\n",
                            "            var fillColor = getTextColor();\n",
                            "\n",
                            "            tokenContainer.append(\"rect\")\n",
                            "                .classed(\"highlight\", true)\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .style(\"opacity\", 0.0)\n",
                            "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", function (d, i) {\n",
                            "                    return y + i * DETAIL_BOX_HEIGHT;\n",
                            "                });\n",
                            "\n",
                            "            var textContainer = tokenContainer.append(\"text\")\n",
                            "                .classed(\"token\", true)\n",
                            "                .text(function (d) {\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
                            "                .style(\"cursor\", \"default\")\n",
                            "                .style(\"-webkit-user-select\", \"none\")\n",
                            "                .attr(\"fill\", fillColor)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", function (d, i) {\n",
                            "                    return i * DETAIL_BOX_HEIGHT + y;\n",
                            "                })\n",
                            "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
                            "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
                            "                .attr(\"dy\", TEXT_SIZE);\n",
                            "\n",
                            "            if (id == \"leftText\") {\n",
                            "                textContainer.style(\"text-anchor\", \"end\")\n",
                            "                    .attr(\"dx\", DETAIL_BOX_WIDTH - 2);\n",
                            "                tokenContainer.on(\"mouseover\", function (d, index) {\n",
                            "                    highlightSelection(index);\n",
                            "                });\n",
                            "                tokenContainer.on(\"mouseleave\", function () {\n",
                            "                    unhighlightSelection();\n",
                            "                });\n",
                            "            }\n",
                            "        }\n",
                            "\n",
                            "        function highlightSelection(index) {\n",
                            "            config.svg.select(\"#leftText\")\n",
                            "                .selectAll(\".highlight\")\n",
                            "                .style(\"opacity\", function (d, i) {\n",
                            "                    return i == index ? 1.0 : 0.0;\n",
                            "                });\n",
                            "            config.svg.selectAll(\".attn-line-group\")\n",
                            "                .style(\"opacity\", function (d, i) {\n",
                            "                    return i == index ? 1.0 : 0.0;\n",
                            "                });\n",
                            "        }\n",
                            "\n",
                            "        function unhighlightSelection() {\n",
                            "            config.svg.select(\"#leftText\")\n",
                            "                .selectAll(\".highlight\")\n",
                            "                .style(\"opacity\", 0.0);\n",
                            "            config.svg.selectAll(\".attn-line-group\")\n",
                            "                .style(\"opacity\", 1);\n",
                            "        }\n",
                            "\n",
                            "        function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {\n",
                            "\n",
                            "            var attnContainer = config.svg.append(\"svg:g\");\n",
                            "\n",
                            "            var attnBackground = attnContainer.append(\"rect\")\n",
                            "                .attr(\"id\", 'attn_background_' + layerIndex + \"_\" + headIndex)\n",
                            "                .classed(\"attn_background\", true)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.thumbnailHeight)\n",
                            "                .attr(\"width\", config.thumbnailWidth)\n",
                            "                .attr(\"stroke-width\", 2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", 0)\n",
                            "                .attr(\"fill\", getBackgroundColor());\n",
                            "            var x1 = x + THUMBNAIL_PADDING;\n",
                            "            var x2 = x1 + config.thumbnailWidth - 14;\n",
                            "            var y1 = y + THUMBNAIL_PADDING;\n",
                            "\n",
                            "            attnContainer.selectAll(\"g\")\n",
                            "                .data(att)\n",
                            "                .enter()\n",
                            "                .append(\"g\") // Add group for each source token\n",
                            "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
                            "                    return i;\n",
                            "                })\n",
                            "                .selectAll(\"line\")\n",
                            "                .data(function (d) { // Loop over all target tokens\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .enter() // When entering\n",
                            "                .append(\"line\")\n",
                            "                .attr(\"x1\", x1)\n",
                            "                .attr(\"y1\", function (d) {\n",
                            "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
                            "                    return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;\n",
                            "                })\n",
                            "                .attr(\"x2\", x2)\n",
                            "                .attr(\"y2\", function (d, targetIndex) {\n",
                            "                    return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;\n",
                            "                })\n",
                            "                .attr(\"stroke-width\", 2.2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", function (d) {\n",
                            "                    return d;\n",
                            "                });\n",
                            "\n",
                            "            var clickRegion = attnContainer.append(\"rect\")\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.thumbnailHeight)\n",
                            "                .attr(\"width\", config.thumbnailWidth)\n",
                            "                .style(\"opacity\", 0);\n",
                            "\n",
                            "            clickRegion.on(\"click\", function (d, index) {\n",
                            "                var attnBackgroundOther = config.svg.selectAll(\".attn_background\");\n",
                            "                attnBackgroundOther.attr(\"fill\", getBackgroundColor());\n",
                            "                attnBackgroundOther.attr(\"stroke-opacity\", 0);\n",
                            "\n",
                            "                config.svg.selectAll(\".detail\").remove();\n",
                            "                if (config.detail_layer != layerIndex || config.detail_head != headIndex) {\n",
                            "                    renderDetail(att, layerIndex, headIndex);\n",
                            "                    config.detail_layer = layerIndex;\n",
                            "                    config.detail_head = headIndex;\n",
                            "                    attnBackground.attr(\"fill\", getHighlightColor());\n",
                            "                    attnBackground.attr(\"stroke-opacity\", .8);\n",
                            "                } else {\n",
                            "                    config.detail_layer = null;\n",
                            "                    config.detail_head = null;\n",
                            "                    attnBackground.attr(\"fill\", getBackgroundColor());\n",
                            "                    attnBackground.attr(\"stroke-opacity\", 0);\n",
                            "                }\n",
                            "            });\n",
                            "\n",
                            "            clickRegion.on(\"mouseover\", function (d) {\n",
                            "                d3.select(this).style(\"cursor\", \"pointer\");\n",
                            "            });\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailFrame(x, y, layerIndex) {\n",
                            "            var detailFrame = config.svg.append(\"rect\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .attr(\"x\", x)\n",
                            "                .attr(\"y\", y)\n",
                            "                .attr(\"height\", config.detailHeight)\n",
                            "                .attr(\"width\", DETAIL_WIDTH)\n",
                            "                .style(\"opacity\", 1)\n",
                            "                .attr(\"stroke-width\", 1.5)\n",
                            "                .attr(\"stroke-opacity\", 0.7)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex));\n",
                            "        }\n",
                            "\n",
                            "        function renderDetailAttn(x, y, att, layerIndex) {\n",
                            "            var attnContainer = config.svg.append(\"svg:g\")\n",
                            "                .classed(\"detail\", true)\n",
                            "                .attr(\"pointer-events\", \"none\");\n",
                            "            attnContainer.selectAll(\"g\")\n",
                            "                .data(att)\n",
                            "                .enter()\n",
                            "                .append(\"g\") // Add group for each source token\n",
                            "                .classed('attn-line-group', true)\n",
                            "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
                            "                    return i;\n",
                            "                })\n",
                            "                .selectAll(\"line\")\n",
                            "                .data(function (d) { // Loop over all target tokens\n",
                            "                    return d;\n",
                            "                })\n",
                            "                .enter()\n",
                            "                .append(\"line\")\n",
                            "                .attr(\"x1\", x + ATTN_PADDING)\n",
                            "                .attr(\"y1\", function (d) {\n",
                            "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
                            "                    return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;\n",
                            "                })\n",
                            "                .attr(\"x2\", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)\n",
                            "                .attr(\"y2\", function (d, targetIndex) {\n",
                            "                    return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;\n",
                            "                })\n",
                            "                .attr(\"stroke-width\", 2.2)\n",
                            "                .attr(\"stroke\", getLayerColor(layerIndex))\n",
                            "                .attr(\"stroke-opacity\", function (d) {\n",
                            "                    return d;\n",
                            "                });\n",
                            "        }\n",
                            "\n",
                            "        function getLayerColor(layer) {\n",
                            "          return LAYER_COLORS[layer % 10];\n",
                            "        }\n",
                            "\n",
                            "        function getTextColor() {\n",
                            "            return PALETTE[config.mode]['text']\n",
                            "        }\n",
                            "\n",
                            "        function getBackgroundColor() {\n",
                            "           return PALETTE[config.mode]['background']\n",
                            "        }\n",
                            "\n",
                            "        function getHighlightColor() {\n",
                            "           return PALETTE[config.mode]['highlight']\n",
                            "        }\n",
                            "\n",
                            "        function initialize() {\n",
                            "            config.attention = params['attention'];\n",
                            "            config.filter = params['default_filter'];\n",
                            "            config.mode = params['display_mode'];\n",
                            "            config.rootDivId = params['root_div_id'];\n",
                            "            $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
                            "                config.filter = e.currentTarget.value;\n",
                            "                render();\n",
                            "            });\n",
                            "        }\n",
                            "\n",
                            "        initialize();\n",
                            "        render();\n",
                            "\n",
                            "    });"
                        ],
                        "text/plain": [
                            "<IPython.core.display.Javascript object>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "model_view(\n",
                "    encoder_attention=outputs.encoder_attentions,\n",
                "    decoder_attention=outputs.decoder_attentions,\n",
                "    cross_attention=outputs.cross_attentions,\n",
                "    encoder_tokens= encoder_text,\n",
                "    decoder_tokens = decoder_text\n",
                ")"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Zadanie (10 minut)\n",
                "\n",
                "Za pomoc\u0105 modelu en-fr przet\u0142umacz dowolne zdanie z angielskiego na j\u0119zyk francuski i sprawd\u017a wagi atencji dla tego t\u0142umaczenia"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### PRZYK\u0141AD: GPT3"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### ZADANIE DOMOWE - POLEVAL"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.3"
        },
        "author": "Jakub Pokrywka",
        "email": "kubapok@wmi.amu.edu.pl",
        "lang": "pl",
        "subtitle": "13.Transformery 2[\u0107wiczenia]",
        "title": "Ekstrakcja informacji",
        "year": "2021"
    },
    "nbformat": 4,
    "nbformat_minor": 4
}