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        "text = ''' Now I ask you: what can be expected of man since he is a being endowed with strange qualities? Shower upon him every earthly blessing, drown him in a sea of happiness, so that nothing but bubbles of bliss can be seen on the surface; give him economic prosperity, such that he should have nothing else to do but sleep, eat cakes and busy himself with the continuation of his species, and even then out of sheer ingratitude, sheer spite, man would play you some nasty trick. He would even risk his cakes and would deliberately desire the most fatal rubbish, the most uneconomical absurdity, simply to introduce into all this positive good sense his fatal fantastic element. It is just his fantastic dreams, his vulgar folly that he will desire to retain, simply in order to prove to himself--as though that were so necessary-- that men still are men and not the keys of a piano, which the laws of nature threaten to control so completely that soon one will be able to desire nothing but by the calendar. And that is not all: even if man really were nothing but a piano-key, even if this were proved to him by natural science and mathematics, even then he would not become reasonable, but would purposely do something perverse out of simple ingratitude, simply to gain his point. And if he does not find means he will contrive destruction and chaos, will contrive sufferings of all sorts, only to gain his point! He will launch a curse upon the world, and as only man can curse (it is his privilege, the primary distinction between him and other animals), may be by his curse alone he will attain his object--that is, convince himself that he is a man and not a piano-key!\n",
        "'''\n",
        "output = lm.generate(text, generate=1, do_sample=True)"
      ],
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              "    if (window.ecco === undefined) window.ecco = {}\n",
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              "        nodeRequire: require,\n",
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              "            d3: \"https://d3js.org/d3.v5.min\",\n",
              "            \"d3-array\": \"https://d3js.org/d3-array.v2.min\",\n",
              "            jquery: \"https://code.jquery.com/jquery-3.5.1.min\",\n",
              "            // oldEcco: ecco_url + 'ecco',\n",
              "            ecco: ecco_url + 'js/0.0.4/ecco-bundle.min',\n",
              "            xregexp: 'https://cdnjs.cloudflare.com/ajax/libs/xregexp/3.2.0/xregexp-all.min'\n",
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              "        })\n",
              "\n",
              "    console.log('Ecco initialize.')\n",
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              "\n",
              "<head>\n",
              "    <link id='css' rel=\"stylesheet\" type=\"text/css\">\n",
              "</head>\n"
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              "    // console.log('defining basic')\n",
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              "        function (d3) {\n",
              "            return {\n",
              "                init: function (viz_id = null) {\n",
              "\n",
              "                    // console.log('basic init')\n",
              "                    if (viz_id == null){\n",
              "                        viz_id = \"viz_\" + Math.round(Math.random() * 10000000)\n",
              "                    }\n",
              "                    const div = d3.select('#basic').attr('id', viz_id),\n",
              "                        div_parent = d3.select('#' + viz_id).node().parentNode\n",
              "\n",
              "                    // Link to CSS file\n",
              "                    d3.select(div_parent).insert('link')\n",
              "                        .attr('rel', 'stylesheet')\n",
              "                        .attr('type', 'text/css')\n",
              "                        .attr('href', ecco_url + 'html/styles.css')\n",
              "\n",
              "                    return viz_id\n",
              "                }\n",
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              "        }, function (err) {console.log(err);}\n",
              "    )\n",
              "    // console.log('after defining basic')\n",
              "\n",
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              "         requirejs( ['basic', 'ecco'], function(basic, ecco){\n",
              "            basic.init('viz_590336')\n",
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animals', 'position': 322, 'token_id': 4695, 'type': 'input'}, {'token': '),', 'position': 323, 'token_id': 828, 'type': 'input'}, {'token': ' may', 'position': 324, 'token_id': 743, 'type': 'input'}, {'token': ' be', 'position': 325, 'token_id': 307, 'type': 'input'}, {'token': ' by', 'position': 326, 'token_id': 416, 'type': 'input'}, {'token': ' his', 'position': 327, 'token_id': 465, 'type': 'input'}, {'token': ' curse', 'position': 328, 'token_id': 17328, 'type': 'input'}, {'token': ' alone', 'position': 329, 'token_id': 3436, 'type': 'input'}, {'token': ' he', 'position': 330, 'token_id': 339, 'type': 'input'}, {'token': ' will', 'position': 331, 'token_id': 481, 'type': 'input'}, {'token': ' attain', 'position': 332, 'token_id': 18188, 'type': 'input'}, {'token': ' his', 'position': 333, 'token_id': 465, 'type': 'input'}, {'token': ' object', 'position': 334, 'token_id': 2134, 'type': 'input'}, {'token': '--', 'position': 335, 'token_id': 438, 'type': 'input'}, {'token': 'that', 'position': 336, 'token_id': 5562, 'type': 'input'}, {'token': ' is', 'position': 337, 'token_id': 318, 'type': 'input'}, {'token': ',', 'position': 338, 'token_id': 11, 'type': 'input'}, {'token': ' convince', 'position': 339, 'token_id': 11508, 'type': 'input'}, {'token': ' himself', 'position': 340, 'token_id': 2241, 'type': 'input'}, {'token': ' that', 'position': 341, 'token_id': 326, 'type': 'input'}, {'token': ' he', 'position': 342, 'token_id': 339, 'type': 'input'}, {'token': ' is', 'position': 343, 'token_id': 318, 'type': 'input'}, {'token': ' a', 'position': 344, 'token_id': 257, 'type': 'input'}, {'token': ' man', 'position': 345, 'token_id': 582, 'type': 'input'}, {'token': ' and', 'position': 346, 'token_id': 290, 'type': 'input'}, {'token': ' not', 'position': 347, 'token_id': 407, 'type': 'input'}, {'token': ' a', 'position': 348, 'token_id': 257, 'type': 'input'}, {'token': ' piano', 'position': 349, 'token_id': 19132, 'type': 'input'}, {'token': '-', 'position': 350, 'token_id': 12, 'type': 'input'}, {'token': 'key', 'position': 351, 'token_id': 2539, 'type': 'input'}, {'token': '!', 'position': 352, 'token_id': 0, 'type': 'input'}, {'token': '\\n', 'position': 353, 'token_id': 198, 'type': 'input'}]})\n",
              "         }, function (err) {\n",
              "            console.log(err);\n",
              "        })\n"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "        // We don't really need these require scripts. But this is to avert \n",
              "        //this code from running before display_input_sequence which DOES require external files\n",
              "        requirejs(['basic', 'ecco'], function(basic, ecco){ \n",
              "                console.log('addToken viz_id', 'viz_590336');\n",
              "                window.ecco['viz_590336'].addToken({\"token\": \"This\", \"token_id\": 1212, \"position\": 354, \"type\": \"output\"})\n",
              "                window.ecco['viz_590336'].redraw()\n",
              "        })\n",
              "        "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l171rfDeBff-"
      },
      "source": [
        "# Factorize activations in all the layers\n",
        "nmf_1 = output.run_nmf(n_components=10) "
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8IKtaOA5B0XG",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "023c0b33-048f-46a8-8d81-8f48574c7331"
      },
      "source": [
        "nmf_1.explore()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html lang=\"en\">\n",
              "<script src=\"https://requirejs.org/docs/release/2.3.6/minified/require.js\"></script>\n",
              "<script>\n",
              "    var ecco_url = 'https://storage.googleapis.com/ml-intro/ecco/'\n",
              "    // var ecco_url = 'http://localhost:8000/ecco/'\n",
              "\n",
              "    if (window.ecco === undefined) window.ecco = {}\n",
              "\n",
              "    requirejs.config({\n",
              "        urlArgs: \"bust=\" + (new Date()).getTime(),\n",
              "        nodeRequire: require,\n",
              "        paths: {\n",
              "            d3: \"https://d3js.org/d3.v5.min\",\n",
              "            \"d3-array\": \"https://d3js.org/d3-array.v2.min\",\n",
              "            jquery: \"https://code.jquery.com/jquery-3.5.1.min\",\n",
              "            // oldEcco: ecco_url + 'ecco',\n",
              "            ecco: ecco_url + 'js/0.0.4/ecco-bundle.min',\n",
              "            xregexp: 'https://cdnjs.cloudflare.com/ajax/libs/xregexp/3.2.0/xregexp-all.min'\n",
              "        }\n",
              "    });\n",
              "    requirejs(['d3'],\n",
              "        function (d3) {\n",
              "            d3.select('#css').attr('href', ecco_url + 'html/styles.css')\n",
              "        })\n",
              "\n",
              "    console.log('Ecco initialize.')\n",
              "</script>\n",
              "\n",
              "<head>\n",
              "    <link id='css' rel=\"stylesheet\" type=\"text/css\">\n",
              "</head>\n"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script>\n",
              "    // console.log('defining basic')\n",
              "    define('basic', ['d3'],\n",
              "        function (d3) {\n",
              "            return {\n",
              "                init: function (viz_id = null) {\n",
              "\n",
              "                    // console.log('basic init')\n",
              "                    if (viz_id == null){\n",
              "                        viz_id = \"viz_\" + Math.round(Math.random() * 10000000)\n",
              "                    }\n",
              "                    const div = d3.select('#basic').attr('id', viz_id),\n",
              "                        div_parent = d3.select('#' + viz_id).node().parentNode\n",
              "\n",
              "                    // Link to CSS file\n",
              "                    d3.select(div_parent).insert('link')\n",
              "                        .attr('rel', 'stylesheet')\n",
              "                        .attr('type', 'text/css')\n",
              "                        .attr('href', ecco_url + 'html/styles.css')\n",
              "\n",
              "                    return viz_id\n",
              "                }\n",
              "            }\n",
              "        }, function (err) {console.log(err);}\n",
              "    )\n",
              "    // console.log('after defining basic')\n",
              "\n",
              "</script>\n",
              "<div id=\"basic\"></div>\n"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "         requirejs(['basic', 'ecco'], function(basic, ecco){\n",
              "            const viz_id = basic.init()\n",
              "            ecco.interactiveTokensAndFactorSparklines(viz_id, {'tokens': [{'token': ' Now', 'token_id': 2735, 'type': 'input', 'position': 0}, {'token': ' I', 'token_id': 314, 'type': 'input', 'position': 1}, {'token': ' ask', 'token_id': 1265, 'type': 'input', 'position': 2}, {'token': ' you', 'token_id': 345, 'type': 'input', 'position': 3}, {'token': ':', 'token_id': 25, 'type': 'input', 'position': 4}, {'token': ' what', 'token_id': 644, 'type': 'input', 'position': 5}, {'token': ' can', 'token_id': 460, 'type': 'input', 'position': 6}, {'token': ' be', 'token_id': 307, 'type': 'input', 'position': 7}, {'token': ' expected', 'token_id': 2938, 'type': 'input', 'position': 8}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 9}, {'token': ' man', 'token_id': 582, 'type': 'input', 'position': 10}, {'token': ' since', 'token_id': 1201, 'type': 'input', 'position': 11}, {'token': ' he', 'token_id': 339, 'type': 'input', 'position': 12}, {'token': ' is', 'token_id': 318, 'type': 'input', 'position': 13}, {'token': ' a', 'token_id': 257, 'type': 'input', 'position': 14}, {'token': ' being', 'token_id': 852, 'type': 'input', 'position': 15}, {'token': ' endowed', 'token_id': 44134, 'type': 'input', 'position': 16}, {'token': ' with', 'token_id': 351, 'type': 'input', 'position': 17}, {'token': ' strange', 'token_id': 6283, 'type': 'input', 'position': 18}, {'token': ' qualities', 'token_id': 14482, 'type': 'input', 'position': 19}, {'token': '?', 'token_id': 30, 'type': 'input', 'position': 20}, {'token': ' Sh', 'token_id': 911, 'type': 'input', 'position': 21}, {'token': 'ower', 'token_id': 789, 'type': 'input', 'position': 22}, {'token': ' upon', 'token_id': 2402, 'type': 'input', 'position': 23}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 24}, {'token': ' every', 'token_id': 790, 'type': 'input', 'position': 25}, {'token': ' earthly', 'token_id': 39892, 'type': 'input', 'position': 26}, {'token': ' blessing', 'token_id': 20027, 'type': 'input', 'position': 27}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 28}, {'token': ' drown', 'token_id': 16398, 'type': 'input', 'position': 29}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 30}, {'token': ' in', 'token_id': 287, 'type': 'input', 'position': 31}, {'token': ' a', 'token_id': 257, 'type': 'input', 'position': 32}, {'token': ' sea', 'token_id': 5417, 'type': 'input', 'position': 33}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 34}, {'token': ' happiness', 'token_id': 12157, 'type': 'input', 'position': 35}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 36}, {'token': ' so', 'token_id': 523, 'type': 'input', 'position': 37}, {'token': ' that', 'token_id': 326, 'type': 'input', 'position': 38}, {'token': ' nothing', 'token_id': 2147, 'type': 'input', 'position': 39}, {'token': ' but', 'token_id': 475, 'type': 'input', 'position': 40}, {'token': ' bubbles', 'token_id': 25037, 'type': 'input', 'position': 41}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 42}, {'token': ' bliss', 'token_id': 30533, 'type': 'input', 'position': 43}, {'token': ' can', 'token_id': 460, 'type': 'input', 'position': 44}, {'token': ' be', 'token_id': 307, 'type': 'input', 'position': 45}, {'token': ' seen', 'token_id': 1775, 'type': 'input', 'position': 46}, {'token': ' on', 'token_id': 319, 'type': 'input', 'position': 47}, {'token': ' the', 'token_id': 262, 'type': 'input', 'position': 48}, {'token': ' surface', 'token_id': 4417, 'type': 'input', 'position': 49}, {'token': ';', 'token_id': 26, 'type': 'input', 'position': 50}, {'token': ' give', 'token_id': 1577, 'type': 'input', 'position': 51}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 52}, {'token': ' economic', 'token_id': 3034, 'type': 'input', 'position': 53}, {'token': ' prosperity', 'token_id': 19519, 'type': 'input', 'position': 54}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 55}, {'token': ' such', 'token_id': 884, 'type': 'input', 'position': 56}, {'token': ' that', 'token_id': 326, 'type': 'input', 'position': 57}, {'token': ' he', 'token_id': 339, 'type': 'input', 'position': 58}, {'token': ' should', 'token_id': 815, 'type': 'input', 'position': 59}, {'token': ' have', 'token_id': 423, 'type': 'input', 'position': 60}, {'token': ' nothing', 'token_id': 2147, 'type': 'input', 'position': 61}, {'token': ' else', 'token_id': 2073, 'type': 'input', 'position': 62}, {'token': ' to', 'token_id': 284, 'type': 'input', 'position': 63}, {'token': ' do', 'token_id': 466, 'type': 'input', 'position': 64}, {'token': ' but', 'token_id': 475, 'type': 'input', 'position': 65}, {'token': ' sleep', 'token_id': 3993, 'type': 'input', 'position': 66}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 67}, {'token': ' eat', 'token_id': 4483, 'type': 'input', 'position': 68}, {'token': ' cakes', 'token_id': 30849, 'type': 'input', 'position': 69}, {'token': ' and', 'token_id': 290, 'type': 'input', 'position': 70}, {'token': ' busy', 'token_id': 8179, 'type': 'input', 'position': 71}, {'token': ' himself', 'token_id': 2241, 'type': 'input', 'position': 72}, {'token': ' with', 'token_id': 351, 'type': 'input', 'position': 73}, {'token': ' the', 'token_id': 262, 'type': 'input', 'position': 74}, {'token': ' continuation', 'token_id': 24659, 'type': 'input', 'position': 75}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 76}, {'token': ' his', 'token_id': 465, 'type': 'input', 'position': 77}, {'token': ' species', 'token_id': 4693, 'type': 'input', 'position': 78}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 79}, {'token': ' and', 'token_id': 290, 'type': 'input', 'position': 80}, {'token': ' even', 'token_id': 772, 'type': 'input', 'position': 81}, {'token': ' then', 'token_id': 788, 'type': 'input', 'position': 82}, {'token': ' out', 'token_id': 503, 'type': 'input', 'position': 83}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 84}, {'token': ' sheer', 'token_id': 15163, 'type': 'input', 'position': 85}, {'token': ' ing', 'token_id': 5347, 'type': 'input', 'position': 86}, {'token': 'rat', 'token_id': 10366, 'type': 'input', 'position': 87}, {'token': 'itude', 'token_id': 3984, 'type': 'input', 'position': 88}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 89}, {'token': ' sheer', 'token_id': 15163, 'type': 'input', 'position': 90}, {'token': ' spite', 'token_id': 15275, 'type': 'input', 'position': 91}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 92}, {'token': ' man', 'token_id': 582, 'type': 'input', 'position': 93}, {'token': ' would', 'token_id': 561, 'type': 'input', 'position': 94}, {'token': ' play', 'token_id': 711, 'type': 'input', 'position': 95}, {'token': ' you', 'token_id': 345, 'type': 'input', 'position': 96}, {'token': ' some', 'token_id': 617, 'type': 'input', 'position': 97}, {'token': ' nasty', 'token_id': 17166, 'type': 'input', 'position': 98}, {'token': ' trick', 'token_id': 6908, 'type': 'input', 'position': 99}, {'token': '.', 'token_id': 13, 'type': 'input', 'position': 100}, {'token': ' He', 'token_id': 679, 'type': 'input', 'position': 101}, {'token': ' would', 'token_id': 561, 'type': 'input', 'position': 102}, {'token': ' even', 'token_id': 772, 'type': 'input', 'position': 103}, {'token': ' risk', 'token_id': 2526, 'type': 'input', 'position': 104}, {'token': ' his', 'token_id': 465, 'type': 'input', 'position': 105}, {'token': ' cakes', 'token_id': 30849, 'type': 'input', 'position': 106}, {'token': ' and', 'token_id': 290, 'type': 'input', 'position': 107}, {'token': ' would', 'token_id': 561, 'type': 'input', 'position': 108}, {'token': ' deliberately', 'token_id': 14593, 'type': 'input', 'position': 109}, {'token': ' desire', 'token_id': 6227, 'type': 'input', 'position': 110}, {'token': ' the', 'token_id': 262, 'type': 'input', 'position': 111}, {'token': ' most', 'token_id': 749, 'type': 'input', 'position': 112}, {'token': ' fatal', 'token_id': 10800, 'type': 'input', 'position': 113}, {'token': ' rubbish', 'token_id': 35022, 'type': 'input', 'position': 114}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 115}, {'token': ' the', 'token_id': 262, 'type': 'input', 'position': 116}, {'token': ' most', 'token_id': 749, 'type': 'input', 'position': 117}, {'token': ' un', 'token_id': 555, 'type': 'input', 'position': 118}, {'token': 'econom', 'token_id': 13926, 'type': 'input', 'position': 119}, {'token': 'ical', 'token_id': 605, 'type': 'input', 'position': 120}, {'token': ' absurdity', 'token_id': 41793, 'type': 'input', 'position': 121}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 122}, {'token': ' simply', 'token_id': 2391, 'type': 'input', 'position': 123}, {'token': ' to', 'token_id': 284, 'type': 'input', 'position': 124}, {'token': ' introduce', 'token_id': 10400, 'type': 'input', 'position': 125}, {'token': ' into', 'token_id': 656, 'type': 'input', 'position': 126}, {'token': ' all', 'token_id': 477, 'type': 'input', 'position': 127}, {'token': ' this', 'token_id': 428, 'type': 'input', 'position': 128}, {'token': ' positive', 'token_id': 3967, 'type': 'input', 'position': 129}, {'token': ' good', 'token_id': 922, 'type': 'input', 'position': 130}, {'token': ' sense', 'token_id': 2565, 'type': 'input', 'position': 131}, {'token': ' his', 'token_id': 465, 'type': 'input', 'position': 132}, {'token': ' fatal', 'token_id': 10800, 'type': 'input', 'position': 133}, {'token': ' fantastic', 'token_id': 9623, 'type': 'input', 'position': 134}, {'token': ' element', 'token_id': 5002, 'type': 'input', 'position': 135}, {'token': '.', 'token_id': 13, 'type': 'input', 'position': 136}, {'token': ' It', 'token_id': 632, 'type': 'input', 'position': 137}, {'token': ' is', 'token_id': 318, 'type': 'input', 'position': 138}, {'token': ' just', 'token_id': 655, 'type': 'input', 'position': 139}, {'token': ' his', 'token_id': 465, 'type': 'input', 'position': 140}, {'token': ' fantastic', 'token_id': 9623, 'type': 'input', 'position': 141}, {'token': ' dreams', 'token_id': 10625, 'type': 'input', 'position': 142}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 143}, {'token': ' his', 'token_id': 465, 'type': 'input', 'position': 144}, {'token': ' vulgar', 'token_id': 31016, 'type': 'input', 'position': 145}, {'token': ' folly', 'token_id': 43411, 'type': 'input', 'position': 146}, {'token': ' that', 'token_id': 326, 'type': 'input', 'position': 147}, {'token': ' he', 'token_id': 339, 'type': 'input', 'position': 148}, {'token': ' will', 'token_id': 481, 'type': 'input', 'position': 149}, {'token': ' desire', 'token_id': 6227, 'type': 'input', 'position': 150}, {'token': ' to', 'token_id': 284, 'type': 'input', 'position': 151}, {'token': ' retain', 'token_id': 12377, 'type': 'input', 'position': 152}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 153}, {'token': ' simply', 'token_id': 2391, 'type': 'input', 'position': 154}, {'token': ' in', 'token_id': 287, 'type': 'input', 'position': 155}, {'token': ' order', 'token_id': 1502, 'type': 'input', 'position': 156}, {'token': ' to', 'token_id': 284, 'type': 'input', 'position': 157}, {'token': ' prove', 'token_id': 5879, 'type': 'input', 'position': 158}, {'token': ' to', 'token_id': 284, 'type': 'input', 'position': 159}, {'token': ' himself', 'token_id': 2241, 'type': 'input', 'position': 160}, {'token': '--', 'token_id': 438, 'type': 'input', 'position': 161}, {'token': 'as', 'token_id': 292, 'type': 'input', 'position': 162}, {'token': ' though', 'token_id': 996, 'type': 'input', 'position': 163}, {'token': ' that', 'token_id': 326, 'type': 'input', 'position': 164}, {'token': ' were', 'token_id': 547, 'type': 'input', 'position': 165}, {'token': ' so', 'token_id': 523, 'type': 'input', 'position': 166}, {'token': ' necessary', 'token_id': 3306, 'type': 'input', 'position': 167}, 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              "         }, function (err) {\n",
              "            console.log(err);\n",
              "        })"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6h5JzHHdB0Bu"
      },
      "source": [
        "# Factorize the activations of only the first layer\n",
        "nmf_2 = output.run_nmf(n_components=10, from_layer=0, to_layer=1)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v3KN4E54B3_f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "3dcc21d6-79a6-4849-d93c-3db399af9aa2"
      },
      "source": [
        "nmf_2.explore()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html lang=\"en\">\n",
              "<script src=\"https://requirejs.org/docs/release/2.3.6/minified/require.js\"></script>\n",
              "<script>\n",
              "    var ecco_url = 'https://storage.googleapis.com/ml-intro/ecco/'\n",
              "    // var ecco_url = 'http://localhost:8000/ecco/'\n",
              "\n",
              "    if (window.ecco === undefined) window.ecco = {}\n",
              "\n",
              "    requirejs.config({\n",
              "        urlArgs: \"bust=\" + (new Date()).getTime(),\n",
              "        nodeRequire: require,\n",
              "        paths: {\n",
              "            d3: \"https://d3js.org/d3.v5.min\",\n",
              "            \"d3-array\": \"https://d3js.org/d3-array.v2.min\",\n",
              "            jquery: \"https://code.jquery.com/jquery-3.5.1.min\",\n",
              "            // oldEcco: ecco_url + 'ecco',\n",
              "            ecco: ecco_url + 'js/0.0.4/ecco-bundle.min',\n",
              "            xregexp: 'https://cdnjs.cloudflare.com/ajax/libs/xregexp/3.2.0/xregexp-all.min'\n",
              "        }\n",
              "    });\n",
              "    requirejs(['d3'],\n",
              "        function (d3) {\n",
              "            d3.select('#css').attr('href', ecco_url + 'html/styles.css')\n",
              "        })\n",
              "\n",
              "    console.log('Ecco initialize.')\n",
              "</script>\n",
              "\n",
              "<head>\n",
              "    <link id='css' rel=\"stylesheet\" type=\"text/css\">\n",
              "</head>\n"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
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        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script>\n",
              "    // console.log('defining basic')\n",
              "    define('basic', ['d3'],\n",
              "        function (d3) {\n",
              "            return {\n",
              "                init: function (viz_id = null) {\n",
              "\n",
              "                    // console.log('basic init')\n",
              "                    if (viz_id == null){\n",
              "                        viz_id = \"viz_\" + Math.round(Math.random() * 10000000)\n",
              "                    }\n",
              "                    const div = d3.select('#basic').attr('id', viz_id),\n",
              "                        div_parent = d3.select('#' + viz_id).node().parentNode\n",
              "\n",
              "                    // Link to CSS file\n",
              "                    d3.select(div_parent).insert('link')\n",
              "                        .attr('rel', 'stylesheet')\n",
              "                        .attr('type', 'text/css')\n",
              "                        .attr('href', ecco_url + 'html/styles.css')\n",
              "\n",
              "                    return viz_id\n",
              "                }\n",
              "            }\n",
              "        }, function (err) {console.log(err);}\n",
              "    )\n",
              "    // console.log('after defining basic')\n",
              "\n",
              "</script>\n",
              "<div id=\"basic\"></div>\n"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "         requirejs(['basic', 'ecco'], function(basic, ecco){\n",
              "            const viz_id = basic.init()\n",
              "            ecco.interactiveTokensAndFactorSparklines(viz_id, {'tokens': [{'token': ' Now', 'token_id': 2735, 'type': 'input', 'position': 0}, {'token': ' I', 'token_id': 314, 'type': 'input', 'position': 1}, {'token': ' ask', 'token_id': 1265, 'type': 'input', 'position': 2}, {'token': ' you', 'token_id': 345, 'type': 'input', 'position': 3}, {'token': ':', 'token_id': 25, 'type': 'input', 'position': 4}, {'token': ' what', 'token_id': 644, 'type': 'input', 'position': 5}, {'token': ' can', 'token_id': 460, 'type': 'input', 'position': 6}, {'token': ' be', 'token_id': 307, 'type': 'input', 'position': 7}, {'token': ' expected', 'token_id': 2938, 'type': 'input', 'position': 8}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 9}, {'token': ' man', 'token_id': 582, 'type': 'input', 'position': 10}, {'token': ' since', 'token_id': 1201, 'type': 'input', 'position': 11}, {'token': ' he', 'token_id': 339, 'type': 'input', 'position': 12}, {'token': ' is', 'token_id': 318, 'type': 'input', 'position': 13}, {'token': ' a', 'token_id': 257, 'type': 'input', 'position': 14}, {'token': ' being', 'token_id': 852, 'type': 'input', 'position': 15}, {'token': ' endowed', 'token_id': 44134, 'type': 'input', 'position': 16}, {'token': ' with', 'token_id': 351, 'type': 'input', 'position': 17}, {'token': ' strange', 'token_id': 6283, 'type': 'input', 'position': 18}, {'token': ' qualities', 'token_id': 14482, 'type': 'input', 'position': 19}, {'token': '?', 'token_id': 30, 'type': 'input', 'position': 20}, {'token': ' Sh', 'token_id': 911, 'type': 'input', 'position': 21}, {'token': 'ower', 'token_id': 789, 'type': 'input', 'position': 22}, {'token': ' upon', 'token_id': 2402, 'type': 'input', 'position': 23}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 24}, {'token': ' every', 'token_id': 790, 'type': 'input', 'position': 25}, {'token': ' earthly', 'token_id': 39892, 'type': 'input', 'position': 26}, {'token': ' blessing', 'token_id': 20027, 'type': 'input', 'position': 27}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 28}, {'token': ' drown', 'token_id': 16398, 'type': 'input', 'position': 29}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 30}, {'token': ' in', 'token_id': 287, 'type': 'input', 'position': 31}, {'token': ' a', 'token_id': 257, 'type': 'input', 'position': 32}, {'token': ' sea', 'token_id': 5417, 'type': 'input', 'position': 33}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 34}, {'token': ' happiness', 'token_id': 12157, 'type': 'input', 'position': 35}, {'token': ',', 'token_id': 11, 'type': 'input', 'position': 36}, {'token': ' so', 'token_id': 523, 'type': 'input', 'position': 37}, {'token': ' that', 'token_id': 326, 'type': 'input', 'position': 38}, {'token': ' nothing', 'token_id': 2147, 'type': 'input', 'position': 39}, {'token': ' but', 'token_id': 475, 'type': 'input', 'position': 40}, {'token': ' bubbles', 'token_id': 25037, 'type': 'input', 'position': 41}, {'token': ' of', 'token_id': 286, 'type': 'input', 'position': 42}, {'token': ' bliss', 'token_id': 30533, 'type': 'input', 'position': 43}, {'token': ' can', 'token_id': 460, 'type': 'input', 'position': 44}, {'token': ' be', 'token_id': 307, 'type': 'input', 'position': 45}, {'token': ' seen', 'token_id': 1775, 'type': 'input', 'position': 46}, {'token': ' on', 'token_id': 319, 'type': 'input', 'position': 47}, {'token': ' the', 'token_id': 262, 'type': 'input', 'position': 48}, {'token': ' surface', 'token_id': 4417, 'type': 'input', 'position': 49}, {'token': ';', 'token_id': 26, 'type': 'input', 'position': 50}, {'token': ' give', 'token_id': 1577, 'type': 'input', 'position': 51}, {'token': ' him', 'token_id': 683, 'type': 'input', 'position': 52}, {'token': ' economic', 'token_id': 3034, 'type': 'input', 'position': 53}, {'token': ' prosperity', 'token_id': 19519, 'type': 'input', 'position': 54}, {'token': ',', 'token_id': 11, 'type': 'input', 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              "         }, function (err) {\n",
              "            console.log(err);\n",
              "        })"
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              "<IPython.core.display.Javascript object>"
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          "metadata": {
            "tags": []
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    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7LQfXD3eOWxl"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}