Visualizing_Attention_with_BertViz.ipynb

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        "source of all code fragments: https://github.com/jessevig/bertviz "
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          ]
        }
      ],
      "source": [
        "! pip install bertviz transformers"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from bertviz import model_view, head_view\n",
        "from transformers import AutoTokenizer, AutoModel, utils\n",
        "\n",
        "utils.logging.set_verbosity_error()  # Suppress standard warnings"
      ],
      "metadata": {
        "id": "jGDu2ueUdfh_"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-uncased\")\n",
        "model = AutoModel.from_pretrained(\"distilbert-base-uncased\", output_attentions=True)\n",
        "inputs = tokenizer.encode(\"The cat sat on the mat\", return_tensors='pt')\n",
        "outputs = model(inputs)\n",
        "attention = outputs[-1]  # Output includes attention weights when output_attentions=True\n",
        "tokens = tokenizer.convert_ids_to_tokens(inputs[0]) \n",
        "head_view(attention, tokens)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284,
          "referenced_widgets": [
            "51115f47b1b142d08469c1c6af4a8b94",
            "74a967968c3d4ef2b670bcd903074099",
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            "a14504a0228e4c58b5560a62f704eac7",
            "db40a5ddadc44956a40befa8864d148a",
            "c5b227e44c7f4dfbb4d16325238af313"
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        },
        "id": "dpX4plGXdr8o",
        "outputId": "f82ec02e-a71a-49ec-d41e-276841c59e5c"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/256M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "51115f47b1b142d08469c1c6af4a8b94"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
            ]
          },
          "metadata": {}
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        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "      \n",
              "        <div id='bertviz-4ee6253e794344449d16b603f265336a'>\n",
              "            <span style=\"user-select:none\">\n",
              "                Layer: <select id=\"layer\"></select>\n",
              "                \n",
              "            </span>\n",
              "            <div id='vis'></div>\n",
              "        </div>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "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",
              " * 07/25/21  Jesse Vig   Support layer filtering\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\": [[[[0.06386914849281311, 0.1199103519320488, 0.09576566517353058, 0.07630617171525955, 0.09522204101085663, 0.15217676758766174, 0.11428371071815491, 0.2824660837650299], [0.3580061197280884, 0.10319507867097855, 0.06009470671415329, 0.05747445300221443, 0.11596500128507614, 0.11652179062366486, 0.0678204894065857, 0.12092234194278717], [0.20004191994667053, 0.033205512911081314, 0.06360897421836853, 0.17561666667461395, 0.030220666900277138, 0.03815105929970741, 0.2658860981464386, 0.19326908886432648], [0.2524172067642212, 0.06949590146541595, 0.19354143738746643, 0.0717712938785553, 0.04717709869146347, 0.06565843522548676, 0.17099130153656006, 0.12894727289676666], [0.40801170468330383, 0.08819642663002014, 0.05919807776808739, 0.062428511679172516, 0.12339477241039276, 0.0800255611538887, 0.06463775783777237, 0.1141071766614914], [0.3943674862384796, 0.12083597481250763, 0.053797248750925064, 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0.003950894810259342, 0.004687447566539049, 0.008577381260693073, 0.9552521705627441]]]], \"left_text\": [\"[CLS]\", \"the\", \"cat\", \"sat\", \"on\", \"the\", \"mat\", \"[SEP]\"], \"right_text\": [\"[CLS]\", \"the\", \"cat\", \"sat\", \"on\", \"the\", \"mat\", \"[SEP]\"]}], \"default_filter\": \"0\", \"root_div_id\": \"bertviz-4ee6253e794344449d16b603f265336a\", \"layer\": null, \"heads\": null, \"include_layers\": [0, 1, 2, 3, 4, 5]} 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",
              "        config.layers = params['include_layers']\n",
              "\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_seq = (params['layer'] == null ? 0 : config.layers.findIndex(layer => params['layer'] === layer));\n",
              "        config.layer = config.layers[config.layer_seq]\n",
              "\n",
              "        let layerEl = $(`#${config.rootDivId} #layer`);\n",
              "        for (const layer of config.layers) {\n",
              "            layerEl.append($(\"<option />\").val(layer).text(layer));\n",
              "        }\n",
              "        layerEl.val(config.layer).change();\n",
              "        layerEl.on('change', function (e) {\n",
              "            config.layer = +e.currentTarget.value;\n",
              "            config.layer_seq = config.layers.findIndex(layer => config.layer === layer);\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_seq];\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",
              "});"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_view(attention, tokens)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "nuM9mqiDd3zB",
        "outputId": "7bf8e90f-6cbe-46cb-be7a-d5d26a5c626d"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "      \n",
              "        <div id='bertviz-0cab835625d0414384fab0fce76c3ab1'>\n",
              "            <span style=\"user-select:none\">\n",
              "                \n",
              "            </span>\n",
              "            <div id='vis'></div>\n",
              "        </div>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "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\": [[[[0.06386914849281311, 0.1199103519320488, 0.09576566517353058, 0.07630617171525955, 0.09522204101085663, 0.15217676758766174, 0.11428371071815491, 0.2824660837650299], [0.3580061197280884, 0.10319507867097855, 0.06009470671415329, 0.05747445300221443, 0.11596500128507614, 0.11652179062366486, 0.0678204894065857, 0.12092234194278717], [0.20004191994667053, 0.033205512911081314, 0.06360897421836853, 0.17561666667461395, 0.030220666900277138, 0.03815105929970741, 0.2658860981464386, 0.19326908886432648], [0.2524172067642212, 0.06949590146541595, 0.19354143738746643, 0.0717712938785553, 0.04717709869146347, 0.06565843522548676, 0.17099130153656006, 0.12894727289676666], [0.40801170468330383, 0.08819642663002014, 0.05919807776808739, 0.062428511679172516, 0.12339477241039276, 0.0800255611538887, 0.06463775783777237, 0.1141071766614914], [0.3943674862384796, 0.12083597481250763, 0.053797248750925064, 0.055683355778455734, 0.10843057185411453, 0.11435362696647644, 0.056914322078228, 0.09561735391616821], [0.08811251819133759, 0.028448408469557762, 0.35049134492874146, 0.2597718834877014, 0.01973804272711277, 0.029143046587705612, 0.10682806372642517, 0.11746659874916077], [0.2012660801410675, 0.13803939521312714, 0.04031873121857643, 0.0385441929101944, 0.09757865965366364, 0.15625713765621185, 0.06486865878105164, 0.2631272077560425]], [[0.9510003924369812, 0.011580981314182281, 0.007945253513753414, 0.002560471184551716, 0.007724266964942217, 0.009312629699707031, 0.004164041485637426, 0.0057120914570987225], [0.020848333835601807, 0.18917183578014374, 0.05479957535862923, 0.21938392519950867, 0.15475070476531982, 0.16242900490760803, 0.11149869114160538, 0.08711785078048706], [0.010466386564075947, 0.1790357083082199, 0.045972779393196106, 0.03154537454247475, 0.2520488202571869, 0.1403997838497162, 0.07302892953157425, 0.26750218868255615], [0.004617213737219572, 0.015214703045785427, 0.2355407029390335, 0.06936461478471756, 0.04237065464258194, 0.01712699420750141, 0.31864458322525024, 0.2971205413341522], [0.010705320164561272, 0.045649897307157516, 0.2019776552915573, 0.2712566554546356, 0.03487339988350868, 0.04749317839741707, 0.3002352714538574, 0.08780868351459503], [0.020653069019317627, 0.18090416491031647, 0.0745948925614357, 0.18017154932022095, 0.131291925907135, 0.15017728507518768, 0.15438894927501678, 0.10781814157962799], [0.01876044273376465, 0.08763649314641953, 0.11444733291864395, 0.04206881299614906, 0.14442387223243713, 0.0967932939529419, 0.06079349294304848, 0.43507620692253113], [0.004752607084810734, 0.35075634717941284, 0.015383570455014706, 0.007226456422358751, 0.41064777970314026, 0.16699102520942688, 0.013744659721851349, 0.030497584491968155]], [[0.8726790547370911, 0.014844054356217384, 0.0044212969951331615, 0.0025626246351748705, 0.009327525272965431, 0.008683748543262482, 0.0033352684695273638, 0.08414651453495026], [0.8971413373947144, 0.06266098469495773, 0.005771888419985771, 0.01693793572485447, 0.003917718771845102, 0.01081396546214819, 0.0009413497755303979, 0.0018147968221455812], [0.6568530797958374, 0.33206334710121155, 0.0006984469946473837, 0.0004124047118239105, 0.0009013109374791384, 4.351489769760519e-05, 0.0002688129316084087, 0.008758917450904846], [0.9061355590820312, 0.003117077052593231, 0.04081984981894493, 0.00024326804850716144, 0.00042074662633240223, 0.0006663278909400105, 1.0545844588705222e-06, 0.04859609156847], [0.029577258974313736, 0.0002321516803931445, 5.515232260222547e-05, 0.9678584337234497, 0.0012559357564896345, 0.0002122293080901727, 3.158881008857861e-05, 0.0007772930548526347], [0.017811832949519157, 0.0005021251854486763, 0.00012133520795032382, 0.002974142087623477, 0.9679418206214905, 0.004936083685606718, 0.0001434284495189786, 0.0055692302994430065], [0.7102044820785522, 0.00011332994472468272, 0.0007092084852047265, 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0.015373890288174152, 0.03231297805905342, 0.02847883105278015, 0.5302778482437134], [0.06008340045809746, 0.05695042759180069, 0.013856598176062107, 0.5625237822532654, 0.059881314635276794, 0.04496156796813011, 0.014998744241893291, 0.18674412369728088], [0.052535075694322586, 0.03751344233751297, 0.006710871122777462, 0.08193891495466232, 0.583592414855957, 0.1418032944202423, 0.011021360754966736, 0.08488461375236511], [0.11325207352638245, 0.043030332773923874, 0.027158627286553383, 0.061745114624500275, 0.26497507095336914, 0.2631641924381256, 0.07277488708496094, 0.15389975905418396], [0.022408951073884964, 0.00825160089880228, 0.031600307673215866, 0.03902548924088478, 0.019632168114185333, 0.03559050336480141, 0.2641867697238922, 0.5793042182922363], [0.008496829308569431, 0.01579466089606285, 0.03358611464500427, 0.012913997285068035, 0.005582939367741346, 0.01406479999423027, 0.041143693029880524, 0.868416965007782]], [[0.02145865559577942, 0.027206335216760635, 0.03399674966931343, 0.07748675346374512, 0.03220563009381294, 0.04094378277659416, 0.1305781453847885, 0.6361238956451416], [0.10322511941194534, 0.10037752240896225, 0.043128736317157745, 0.07167277485132217, 0.08008398860692978, 0.08157995343208313, 0.043568991124629974, 0.4763629138469696], [0.03491247072815895, 0.01709630712866783, 0.031560465693473816, 0.010825182311236858, 0.01139508094638586, 0.01995309814810753, 0.018961334601044655, 0.8552960753440857], [0.09585578739643097, 0.05736416578292847, 0.017270149663090706, 0.06933391094207764, 0.05694989114999771, 0.06227230280637741, 0.028448430821299553, 0.6125053763389587], [0.12187186628580093, 0.09759409725666046, 0.030359040945768356, 0.052993252873420715, 0.06420726329088211, 0.08111830800771713, 0.03276168182492256, 0.5190945267677307], [0.18223337829113007, 0.13848882913589478, 0.028767243027687073, 0.0667283684015274, 0.0840546041727066, 0.2092033177614212, 0.06406640261411667, 0.2264578640460968], [0.03147287294268608, 0.019309964030981064, 0.008185883052647114, 0.019962482154369354, 0.011413541622459888, 0.025366060435771942, 0.043616678565740585, 0.8406725525856018], [0.046411119401454926, 0.0205849576741457, 0.03410482034087181, 0.02960733324289322, 0.01946413703262806, 0.026170194149017334, 0.052340924739837646, 0.7713165283203125]], [[0.03694423288106918, 0.18001991510391235, 0.03127504512667656, 0.2061973214149475, 0.05456996709108353, 0.05816592648625374, 0.13298751413822174, 0.2998400628566742], [0.04958381876349449, 0.10315336287021637, 0.02457570470869541, 0.1034170389175415, 0.03108634613454342, 0.029169950634241104, 0.03006366826593876, 0.6289501190185547], [0.019585929811000824, 0.03146472945809364, 0.016046352684497833, 0.027133949100971222, 0.016312746331095695, 0.01428310014307499, 0.02001298777759075, 0.8551601767539978], [0.08431697636842728, 0.12312452495098114, 0.034824568778276443, 0.09473174810409546, 0.04084791615605354, 0.05566157400608063, 0.04579230397939682, 0.5207004547119141], [0.03068222478032112, 0.03580968827009201, 0.023533813655376434, 0.050727322697639465, 0.0218464694917202, 0.023965002968907356, 0.04124191403388977, 0.7721936106681824], [0.04251701012253761, 0.049447108060121536, 0.022552506998181343, 0.06338305026292801, 0.023145386949181557, 0.04259049519896507, 0.04666166007518768, 0.7097028493881226], [0.014239193871617317, 0.015722842887043953, 0.015891939401626587, 0.020296989008784294, 0.01322944089770317, 0.02384803257882595, 0.022519344463944435, 0.874252200126648], [0.0063153519295156, 0.013952696695923805, 0.006658049300312996, 0.019209371879696846, 0.0047652823850512505, 0.006959161255508661, 0.0032896457705646753, 0.938850462436676]], [[0.05309203267097473, 0.05582363158464432, 0.02186872996389866, 0.04895336925983429, 0.04047253355383873, 0.06004096195101738, 0.08016932755708694, 0.6395793557167053], [0.01815211959183216, 0.024280358105897903, 0.031123362481594086, 0.01803574152290821, 0.007744934875518084, 0.011200088076293468, 0.0275224931538105, 0.8619409203529358], [0.023848770186305046, 0.03346877172589302, 0.03785870969295502, 0.0315798856317997, 0.019234418869018555, 0.026791049167513847, 0.08318468183279037, 0.744033694267273], [0.016502464190125465, 0.02799849770963192, 0.04441684111952782, 0.0361381433904171, 0.020258553326129913, 0.01812577247619629, 0.035353124141693115, 0.8012065887451172], [0.01510471198707819, 0.02147497422993183, 0.041814450174570084, 0.02647247724235058, 0.023061012849211693, 0.02666248194873333, 0.07407304644584656, 0.7713367938995361], [0.038305457681417465, 0.030400823801755905, 0.045423723757267, 0.026636088266968727, 0.021713364869356155, 0.06081866845488548, 0.10040678828954697, 0.6762951612472534], [0.044944342225790024, 0.025947656482458115, 0.02450392208993435, 0.03873481974005699, 0.05013449490070343, 0.0803433507680893, 0.11179479956626892, 0.6235966086387634], [0.0059700608253479, 0.00624846713617444, 0.009745769202709198, 0.0055677820928394794, 0.003950894810259342, 0.004687447566539049, 0.008577381260693073, 0.9552521705627441]]]], \"left_text\": [\"[CLS]\", \"the\", \"cat\", \"sat\", \"on\", \"the\", \"mat\", \"[SEP]\"], \"right_text\": [\"[CLS]\", \"the\", \"cat\", \"sat\", \"on\", \"the\", \"mat\", \"[SEP]\"]}], \"default_filter\": \"0\", \"display_mode\": \"dark\", \"root_div_id\": \"bertviz-0cab835625d0414384fab0fce76c3ab1\", \"include_layers\": [0, 1, 2, 3, 4, 5], \"include_heads\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], \"total_heads\": 12} is a template marker that is replaced by actual params.\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 = 15;\n",
              "        const ATTN_PADDING = 0;\n",
              "        const DETAIL_HEADING_HEIGHT = 25;\n",
              "        const HEADING_TEXT_SIZE = 15;\n",
              "        const HEADING_PADDING = 5;\n",
              "        const TEXT_SIZE = 13;\n",
              "        const TEXT_PADDING = 5;\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': '#ccc',\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.totalHeads);\n",
              "            const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;\n",
              "            config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
              "            config.thumbnailWidth = (DIV_WIDTH - axisSize) / config.totalHeads;\n",
              "            config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
              "            config.divHeight = Math.max(config.numLayers * config.thumbnailHeight + axisSize, config.detailHeight);\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",
              "            renderAxisLabels();\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 renderAxisLabels() {\n",
              "            const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;\n",
              "            const tableWidth = config.thumbnailWidth * config.heads.length;\n",
              "            config.svg.append(\"text\")\n",
              "                .text(\"Heads\")\n",
              "                .attr(\"fill\", \"black\")\n",
              "                .attr(\"font-weight\", \"bold\")\n",
              "                .attr(\"font-size\", HEADING_TEXT_SIZE + \"px\")\n",
              "                .attr(\"x\", axisSize + tableWidth / 2)\n",
              "                .attr(\"text-anchor\", \"middle\")\n",
              "                .attr(\"y\", 0)\n",
              "                .attr(\"dy\", HEADING_TEXT_SIZE);\n",
              "            for (let i = 0; i < config.numHeads; i++) {\n",
              "                config.svg.append(\"text\")\n",
              "                    .text(config.heads[i])\n",
              "                    .attr(\"fill\", \"black\")\n",
              "                    .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
              "                    .attr(\"x\", axisSize + (i + .5) * config.thumbnailWidth)\n",
              "                    .attr(\"text-anchor\", \"middle\")\n",
              "                    .attr(\"y\", HEADING_TEXT_SIZE + HEADING_PADDING)\n",
              "                    .attr(\"dy\", TEXT_SIZE);\n",
              "            }\n",
              "            let x = 0;\n",
              "            let y = axisSize + config.thumbnailHeight * config.layers.length / 2;\n",
              "            console.log(\"x\", x, y)\n",
              "            config.svg.append(\"text\")\n",
              "                .text(\"Layers\")\n",
              "                .attr(\"fill\", \"black\")\n",
              "                .attr(\"font-weight\", \"bold\")\n",
              "                .attr(\"transform\", \"rotate(270, \" + x  + \", \" + y + \")\")\n",
              "                .attr(\"font-size\", HEADING_TEXT_SIZE + \"px\")\n",
              "                .attr(\"x\", x)\n",
              "                .attr(\"text-anchor\", \"middle\")\n",
              "                .attr(\"y\", y)\n",
              "                .attr(\"dy\", HEADING_TEXT_SIZE);\n",
              "            for (let i = 0; i < config.numLayers; i++) {\n",
              "                x = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE; // HACK\n",
              "                y = axisSize + (i + .5) * config.thumbnailHeight;\n",
              "                config.svg.append(\"text\")\n",
              "                    .text(config.layers[i])\n",
              "                    .attr(\"fill\", \"black\")\n",
              "                    .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
              "                    .attr(\"x\", x)\n",
              "                    .attr(\"text-anchor\", \"end\")\n",
              "                    .attr(\"y\", y)\n",
              "                    .attr(\"dy\", TEXT_SIZE / 2);\n",
              "            }\n",
              "        }\n",
              "\n",
              "\n",
              "        function renderThumbnail(layerIndex, headIndex) {\n",
              "            const axisSize = HEADING_TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING\n",
              "            const x = headIndex * config.thumbnailWidth + axisSize;\n",
              "            const y = layerIndex * config.thumbnailHeight + axisSize;\n",
              "            renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
              "        }\n",
              "\n",
              "        function renderDetail(att, layerIndex, headIndex) {\n",
              "            const axisSize = TEXT_SIZE + HEADING_PADDING + TEXT_SIZE + TEXT_PADDING;\n",
              "            var xOffset = .8 * config.thumbnailWidth;\n",
              "            var maxX = DIV_WIDTH;\n",
              "            var maxY = config.divHeight - 3;\n",
              "            var leftPos = axisSize + headIndex * config.thumbnailWidth;\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",
              "            y = y + DETAIL_PADDING;\n",
              "            renderDetailHeading(x, y, layerIndex, headIndex);\n",
              "            y = y + DETAIL_HEADING_HEIGHT;\n",
              "            renderDetailText(config.leftText, \"leftText\", posLeftText, y , layerIndex);\n",
              "            renderDetailAttn(posAttention, y, att, layerIndex, headIndex);\n",
              "            renderDetailText(config.rightText, \"rightText\", posRightText, y, 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 ' + config.layers[layerIndex] + \", Head \" + config.heads[headIndex])\n",
              "                .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
              "                .attr(\"font-weight\", \"bold\")\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)\n",
              "                .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
              "                .attr(\"width\", DETAIL_WIDTH)\n",
              "                .attr(\"dy\", 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[config.layers[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.layers = params['include_layers']\n",
              "            config.heads = params['include_heads']\n",
              "            config.totalHeads = params['total_heads']\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",
              "    });"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "GtS2XnHZeRX6"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}