head_view_xlm.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "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 XLMTokenizer, XLMModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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    "%%javascript\n",
    "require.config({\n",
    "  paths: {\n",
    "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/3.4.8/d3.min',\n",
    "      jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
    "  }\n",
    "});"
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  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "              <span style=\"user-select:none\">\n",
       "                Layer: <select id=\"layer\"></select>\n",
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       "            "
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0.005457696504890919, 0.0007352647371590137, 0.004204567987471819, 6.655242032138631e-05, 0.00015117725706659257, 0.0001964047405635938, 0.9835116863250732, 0.0026837612967938185]], [[0.2063359171152115, 0.014442581683397293, 0.014168234542012215, 0.013387869112193584, 0.03397109732031822, 0.01056448370218277, 0.3394864797592163, 0.11460583657026291, 0.11961638927459717, 0.019607994705438614, 0.0055269901640713215, 0.006680652964860201, 0.08767862617969513, 0.013926784507930279], [0.6412991881370544, 0.012758014723658562, 0.008126636035740376, 0.001437717815861106, 0.01183664333075285, 0.0009026043699122965, 0.010829568840563297, 0.055993229150772095, 0.027344560250639915, 0.0628214105963707, 0.0030028694309294224, 0.0015010831411927938, 0.15991997718811035, 0.002226395532488823], [0.12104035913944244, 0.06162998825311661, 0.011112947016954422, 0.0009142675553448498, 0.016346732154488564, 0.0010746866464614868, 0.021755822002887726, 0.05401519685983658, 0.12045203894376755, 0.1598144918680191, 0.01925794780254364, 0.005056517198681831, 0.4016900658607483, 0.005838962271809578], [0.19562260806560516, 0.0073698596097528934, 0.09223820269107819, 0.044054243713617325, 0.03788834065198898, 0.0015606539091095328, 0.02881557308137417, 0.00972979236394167, 0.03907211124897003, 0.3778377175331116, 0.08581355214118958, 0.020123152062296867, 0.05397134646773338, 0.005902810487896204], [0.04032047092914581, 0.01240866631269455, 0.014610215090215206, 0.28207695484161377, 0.06693078577518463, 0.020307457074522972, 0.04937645047903061, 0.016797352582216263, 0.0366903692483902, 0.08753833919763565, 0.13284803926944733, 0.0545182004570961, 0.1407158374786377, 0.0448608472943306], [0.024622514843940735, 0.0003095099818892777, 0.0006327053415589035, 0.0033935382962226868, 0.8522141575813293, 0.003033892484381795, 0.013650843873620033, 0.009307557716965675, 0.0013208083109930158, 0.006828924175351858, 0.005396508611738682, 0.007403822150081396, 0.06819387525320053, 0.003691514255478978], [0.08602269738912582, 0.003135987790301442, 0.007473697420209646, 0.02531520277261734, 0.09538885205984116, 0.2969566583633423, 0.030815299600362778, 0.04367882385849953, 0.03718239814043045, 0.024371027946472168, 0.013044814579188824, 0.03323473781347275, 0.2936147153377533, 0.009765108115971088], [0.06520441919565201, 0.0012329911114647985, 0.00048417190555483103, 0.0020915516652166843, 0.02402719110250473, 0.000746670993976295, 0.8073504567146301, 0.012515339069068432, 0.04955587536096573, 0.005575750954449177, 0.004473675042390823, 0.005626837257295847, 0.0183203537017107, 0.002794722095131874], [0.6123804450035095, 0.008722210302948952, 0.019899414852261543, 0.002501649549230933, 0.052084535360336304, 0.002996844705194235, 0.03181513026356697, 0.13971596956253052, 0.025113198906183243, 0.060317933559417725, 0.003009710693731904, 0.006239947862923145, 0.029848525300621986, 0.005354470573365688], [0.0762992650270462, 0.003973525948822498, 0.02051597647368908, 0.005181812681257725, 0.018488889560103416, 0.0005780712817795575, 0.08735232800245285, 0.0014582599978893995, 0.6170138120651245, 0.02238660492002964, 0.0030003131832927465, 0.0013833296252414584, 0.14056943356990814, 0.0017983501311391592], [0.530519425868988, 0.060182467103004456, 0.022188276052474976, 0.04256873577833176, 0.010757791809737682, 0.0006453603855334222, 0.0027427226305007935, 0.004916802514344454, 0.004520239308476448, 0.2196413278579712, 0.0072770072147250175, 0.00505296653136611, 0.08483875542879105, 0.004148127511143684], [0.17791493237018585, 0.03698448836803436, 0.09284311532974243, 0.08136020600795746, 0.20519386231899261, 0.004728396888822317, 0.07517735660076141, 0.029611852020025253, 0.014274191111326218, 0.04153915494680405, 0.10576576739549637, 0.07475808262825012, 0.03693019226193428, 0.02291838824748993], [0.061336927115917206, 0.028804678469896317, 0.03051684983074665, 0.034207794815301895, 0.08896344155073166, 0.08791852742433548, 0.04223441332578659, 0.06763704866170883, 0.031115697696805, 0.04047156870365143, 0.0334024541079998, 0.04467303678393364, 0.3668922483921051, 0.04182536527514458], [0.08312945067882538, 0.007469892967492342, 0.025192590430378914, 0.0321161225438118, 0.06934880465269089, 0.005883909296244383, 0.43465736508369446, 0.02038685791194439, 0.13592670857906342, 0.029694942757487297, 0.022779259830713272, 0.031060168519616127, 0.02482895739376545, 0.07752486318349838]]]], \"left_text\": [\"</s>\", \"do\", \"you\", \"speak\", \"ger\", \"man\", \"?\", \"ja\", \",\", \"ich\", \"spreche\", \"deutsch\", \".\", \"</s>\"], \"right_text\": [\"</s>\", \"do\", \"you\", \"speak\", \"ger\", \"man\", \"?\", \"ja\", \",\", \"ich\", \"spreche\", \"deutsch\", \".\", \"</s>\"]}}, \"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 = 'xlm-mlm-ende-1024'\n",
    "model = XLMModel.from_pretrained(model_version, output_attentions=True)\n",
    "tokenizer = XLMTokenizer.from_pretrained(model_version)\n",
    "\n",
    "text = \"Do you speak German? Ja, ich spreche Deutsch.\"\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)"
   ]
  }
 ],
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