head_view_gpt2.ipynb

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     "text": [
      "To use data.metrics please install scikit-learn. See https://scikit-learn.org/stable/index.html\n"
     ]
    }
   ],
   "source": [
    "from bertviz import head_view\n",
    "from transformers import GPT2Tokenizer, GPT2Model"
   ]
  },
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   "execution_count": 2,
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   "outputs": [
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0.0415075346827507, 0.025518769398331642, 0.03334594890475273, 0.13485030829906464, 0.25975003838539124, 0.0371021069586277, 0.0, 0.0], [0.38787639141082764, 0.014743965119123459, 0.019210997968912125, 0.01756386272609234, 0.07108451426029205, 0.3208368420600891, 0.13166837394237518, 0.02316495031118393, 0.013850132003426552, 0.0], [0.6043484210968018, 0.020534107461571693, 0.030327031388878822, 0.03900602087378502, 0.04727964103221893, 0.03133983537554741, 0.010264603421092033, 0.013237866573035717, 0.026829630136489868, 0.1768328696489334]]]], \"left_text\": [\"The\", \" quick\", \" brown\", \" fox\", \" jumps\", \" over\", \" the\", \" lazy\", \" dogs\", \".\"], \"right_text\": [\"The\", \" quick\", \" brown\", \" fox\", \" jumps\", \" over\", \" the\", \" lazy\", \" dogs\", \".\"]}}, \"default_filter\": \"all\"}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript 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",
       " */\n",
       "\n",
       "requirejs(['jquery', 'd3'], function($, d3) {\n",
       "\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",
       "const HEAD_COLORS = d3.scale.category10();\n",
       "\n",
       "var params = window.params;\n",
       "var config = {};\n",
       "initialize();\n",
       "\n",
       "function lighten(color) {\n",
       "  var c = d3.hsl(color);\n",
       "  var 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",
       "function zip(a, b) {\n",
       "  return a.map(function (e, i) {\n",
       "    return [e, b[i]];\n",
       "  });\n",
       "}\n",
       "\n",
       "function render() {\n",
       "\n",
       "  var attnData = config.attention[config.filter];\n",
       "  var leftText = attnData.left_text;\n",
       "  var rightText = attnData.right_text;\n",
       "  var attentionHeads = attnData.attn[config.layer];\n",
       "\n",
       "  $(\"#vis svg\").empty();\n",
       "  $(\"#vis\").empty();\n",
       "\n",
       "  var height = config.initialTextLength * BOXHEIGHT + TEXT_TOP;\n",
       "  var svg = d3.select(\"#vis\")\n",
       "            .append('svg')\n",
       "            .attr(\"width\", \"100%\")\n",
       "            .attr(\"height\", height + \"px\");\n",
       "\n",
       "  var attData = [];\n",
       "  for (var i=0; i < config.nHeads; i++) {\n",
       "    var att = attentionHeads[i];\n",
       "    var att_trans = transpose(att);\n",
       "    attData.push(zip(att_trans, att));\n",
       "  }\n",
       "\n",
       "  renderText(svg, leftText, true, attData, 0);\n",
       "  renderText(svg, rightText, false, attData, MATRIX_WIDTH + BOXWIDTH);\n",
       "\n",
       "  renderAttentionHighlights(svg, attData);\n",
       "\n",
       "  svg.append(\"g\").classed(\"attentionHeads\", true);\n",
       "\n",
       "  renderAttention(svg, attentionHeads);\n",
       "\n",
       "  drawCheckboxes(0, svg, attentionHeads);\n",
       "\n",
       "}\n",
       "\n",
       "function renderText(svg, text, isLeft, attData, leftPos) {\n",
       "  // attData: list of tuples (att, att_trans), one for each layer. att and att_trans are attention matrics for each layer.\n",
       "  //           att is of shape [nHeads, source_len, target_len)\n",
       "  var id = isLeft ? \"left\" : \"right\";\n",
       "  var textContainer = svg.append(\"svg:g\")\n",
       "                         .attr(\"id\", id);\n",
       "\n",
       "  textContainer.append(\"g\").classed(\"attentionBoxes\", true)\n",
       "               .selectAll(\"g\")\n",
       "               .data(attData)\n",
       "               .enter()\n",
       "               .append(\"g\")\n",
       "               .selectAll(\"rect\")\n",
       "               .data(function(d) {return d;})\n",
       "               .enter()\n",
       "               .append(\"rect\")\n",
       "               .attr(\"x\", function(d, i, j) {\n",
       "                 return leftPos + boxOffsets(j);\n",
       "               })\n",
       "               .attr(\"y\", function(d, i) {\n",
       "                 return (+1) * BOXHEIGHT;\n",
       "               })\n",
       "               .attr(\"width\", BOXWIDTH / activeHeads())\n",
       "               .attr(\"height\", function() { return BOXHEIGHT; })\n",
       "               .attr(\"fill\", function(d, i, j) {\n",
       "                  return HEAD_COLORS(j);\n",
       "                })\n",
       "               .style(\"opacity\", 0.0);\n",
       "\n",
       "  var tokenContainer = textContainer.append(\"g\").selectAll(\"g\")\n",
       "                                    .data(text)\n",
       "                                    .enter()\n",
       "                                    .append(\"g\");\n",
       "\n",
       "  tokenContainer.append(\"rect\")\n",
       "                .classed(\"background\", true)\n",
       "                .style(\"opacity\", 0.0)\n",
       "                .attr(\"fill\", \"lightgray\")\n",
       "                .attr(\"x\", leftPos)\n",
       "                .attr(\"y\", function(d, i) {\n",
       "                  return TEXT_TOP + i * BOXHEIGHT;\n",
       "                })\n",
       "                .attr(\"width\", BOXWIDTH)\n",
       "                .attr(\"height\", BOXHEIGHT);\n",
       "\n",
       "  var textEl = tokenContainer.append(\"text\")\n",
       "                              .text(function(d) { return 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\", function(d, i) {\n",
       "                                return TEXT_TOP + i * BOXHEIGHT;\n",
       "                              });\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",
       "    textContainer.selectAll(\".background\")\n",
       "                 .style(\"opacity\", function(d, i) {\n",
       "                   return i == index ? 1.0 : 0.0;\n",
       "                 });\n",
       "\n",
       "    svg.selectAll(\".attentionHeads\").style(\"display\", \"none\");\n",
       "\n",
       "    svg.selectAll(\".lineHeads\")  // To get the nesting to work.\n",
       "       .selectAll(\".attLines\")\n",
       "       .attr(\"stroke-opacity\", function(d) {\n",
       "          return 1.0;\n",
       "        })\n",
       "       .attr(\"y1\", function(d, i) {\n",
       "        if (isLeft) {\n",
       "          return TEXT_TOP + index * BOXHEIGHT + (BOXHEIGHT/2);\n",
       "        } else {\n",
       "          return TEXT_TOP + i * BOXHEIGHT + (BOXHEIGHT/2);\n",
       "        }\n",
       "     })\n",
       "     .attr(\"x1\", BOXWIDTH)\n",
       "     .attr(\"y2\", function(d, i) {\n",
       "       if (isLeft) {\n",
       "          return TEXT_TOP + i * BOXHEIGHT + (BOXHEIGHT/2);\n",
       "        } else {\n",
       "          return TEXT_TOP + index * BOXHEIGHT + (BOXHEIGHT/2);\n",
       "        }\n",
       "     })\n",
       "     .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
       "     .attr(\"stroke-width\", 2)\n",
       "     .attr(\"stroke\", function(d, i, j) {\n",
       "        return HEAD_COLORS(j);\n",
       "      })\n",
       "     .attr(\"stroke-opacity\", function(d, i, j) {\n",
       "      if (isLeft) {d = d[0];} else {d = d[1];}\n",
       "      if (config.headVis[j]) {\n",
       "        if (d) {\n",
       "          return d[index];\n",
       "        } else {\n",
       "          return 0.0;\n",
       "        }\n",
       "      } else {\n",
       "        return 0.0;\n",
       "      }\n",
       "     });\n",
       "\n",
       "    function updateAttentionBoxes() {\n",
       "      var id = isLeft ? \"right\" : \"left\";\n",
       "      var leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;\n",
       "      svg.select(\"#\" + id)\n",
       "         .selectAll(\".attentionBoxes\")\n",
       "         .selectAll(\"g\")\n",
       "         .selectAll(\"rect\")\n",
       "         .attr(\"x\", function(d, i, j) { return leftPos + boxOffsets(j); })\n",
       "         .attr(\"y\", function(d, i) { return TEXT_TOP + i * BOXHEIGHT; })\n",
       "         .attr(\"width\", BOXWIDTH/activeHeads())\n",
       "         .attr(\"height\", function() { return BOXHEIGHT; })\n",
       "         .style(\"opacity\", function(d, i, j) {\n",
       "            if (isLeft) {d = d[0];} else {d = d[1];}\n",
       "            if (config.headVis[j])\n",
       "              if (d) {\n",
       "                return d[index];\n",
       "              } else {\n",
       "                return 0.0;\n",
       "              }\n",
       "            else\n",
       "              return 0.0;\n",
       "         });\n",
       "    }\n",
       "\n",
       "    updateAttentionBoxes();\n",
       "  });\n",
       "\n",
       "  textContainer.on(\"mouseleave\", function() {\n",
       "    d3.select(this).selectAll(\".background\")\n",
       "                   .style(\"opacity\", 0.0);\n",
       "    svg.selectAll(\".attLines\").attr(\"stroke-opacity\", 0.0);\n",
       "    svg.selectAll(\".attentionHeads\").style(\"display\", \"inline\");\n",
       "    svg.selectAll(\".attentionBoxes\")\n",
       "       .selectAll(\"g\")\n",
       "       .selectAll(\"rect\")\n",
       "       .style(\"opacity\", 0.0);\n",
       "  });\n",
       "}\n",
       "\n",
       "function renderAttentionHighlights(svg, attention) {\n",
       "  var line_container = svg.append(\"g\");\n",
       "  line_container.selectAll(\"g\")\n",
       "                .data(attention)\n",
       "                .enter()\n",
       "                .append(\"g\")\n",
       "                .classed(\"lineHeads\", true)\n",
       "                .selectAll(\"line\")\n",
       "                .data(function(d){return d;})\n",
       "                .enter()\n",
       "                .append(\"line\").classed(\"attLines\", true);\n",
       "}\n",
       "\n",
       "function renderAttention(svg, attentionHeads) {\n",
       "  var line_container = svg.selectAll(\".attentionHeads\");\n",
       "  line_container.html(null);\n",
       "  for(var h=0; h<attentionHeads.length; h++) {\n",
       "    for(var s=0; s<attentionHeads[h].length; s++) {\n",
       "      for(var a=0; a<attentionHeads[h][s].length; a++) {\n",
       "        line_container.append(\"line\")\n",
       "        .attr(\"y1\", TEXT_TOP + s * BOXHEIGHT + (BOXHEIGHT/2))\n",
       "        .attr(\"x1\", BOXWIDTH)\n",
       "        .attr(\"y2\", TEXT_TOP + a * BOXHEIGHT + (BOXHEIGHT/2))\n",
       "        .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
       "        .attr(\"stroke-width\", 2)\n",
       "        .attr(\"stroke\", HEAD_COLORS(h))\n",
       "        .attr(\"stroke-opacity\", function() {\n",
       "          if (config.headVis[h]) {\n",
       "            return attentionHeads[h][s][a]/activeHeads();\n",
       "          } else {\n",
       "            return 0.0;\n",
       "          }\n",
       "        }());\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "}\n",
       "\n",
       "// Checkboxes\n",
       "function boxOffsets(i) {\n",
       "  var numHeadsAbove = config.headVis.reduce(\n",
       "      function(acc, val, cur) {return val && cur < i ? acc + 1: acc;}, 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, attentionHeads) {\n",
       "  var checkboxContainer = svg.append(\"g\");\n",
       "  var checkbox = checkboxContainer.selectAll(\"rect\")\n",
       "                                  .data(config.headVis)\n",
       "                                  .enter()\n",
       "                                  .append(\"rect\")\n",
       "                                  .attr(\"fill\", function(d, i) {\n",
       "                                    return HEAD_COLORS(i);\n",
       "                                  })\n",
       "                                  .attr(\"x\", function(d, i) {\n",
       "                                    return i * CHECKBOX_SIZE;\n",
       "                                  })\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\", function(d, i) {\n",
       "      var headColor = HEAD_COLORS(i);\n",
       "      var color = d ? headColor : lighten(headColor);\n",
       "      return color;\n",
       "    });\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",
       "    renderAttention(svg, attentionHeads);\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",
       "    renderAttention(svg, attentionHeads);\n",
       "  });\n",
       "}\n",
       "\n",
       "function initialize() {\n",
       "  config.attention = params['attention'];\n",
       "  config.filter = params['default_filter'];\n",
       "  config.nLayers = config.attention[config.filter]['attn'].length;\n",
       "  console.log('num layers')\n",
       "  console.log(config.nLayers)\n",
       "  config.nHeads = config.attention[config.filter]['attn'][0].length;\n",
       "  config.headVis  = new Array(config.nHeads).fill(true);\n",
       "  config.layer = 0;\n",
       "  config.initialTextLength = config.attention[config.filter].right_text.length;\n",
       "  console.log('initial text length')\n",
       "  console.log(config.initialTextLength)\n",
       "}\n",
       "\n",
       "$(\"#layer\").empty();\n",
       "for(var i=0; i<config.nLayers; i++) {\n",
       "  $(\"#layer\").append($(\"<option />\").val(i).text(i));\n",
       "}\n",
       "\n",
       "$(\"#layer\").on('change', function(e) {\n",
       "  config.layer = +e.currentTarget.value;\n",
       "  render();\n",
       "});\n",
       "\n",
       "$(\"#filter\").on('change', function(e) {\n",
       "  config.filter = e.currentTarget.value;\n",
       "  render();\n",
       "});\n",
       "\n",
       "render();\n",
       "\n",
       "});"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_version = 'gpt2'\n",
    "model = GPT2Model.from_pretrained(model_version, output_attentions=True)\n",
    "tokenizer = GPT2Tokenizer.from_pretrained(model_version)\n",
    "text = \"The quick brown fox jumps over the lazy dogs.\"\n",
    "inputs = tokenizer.encode_plus(text, return_tensors='pt', add_special_tokens=True)\n",
    "input_ids = inputs['input_ids']\n",
    "attention = model(input_ids)[-1]\n",
    "input_id_list = input_ids[0].tolist() # Batch index 0\n",
    "tokens = tokenizer.convert_ids_to_tokens(input_id_list)\n",
    "head_view(attention, tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
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 "nbformat": 4,
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