Analyze Text8 Model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from word2gm_loader import Word2GM\n",
    "from quantitative_eval import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "text8_model_dir = 'modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Using the latest checkpoint file', u'modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10/model.ckpt-4792139')\n",
      "('Number of mixtures = ', 2)\n"
     ]
    }
   ],
   "source": [
    "w2gm_text8_2s = Word2GM(text8_model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The directory already exists!\n",
      "WARNING:tensorflow:From word2gm_loader.py:373 in visualize_embeddings.: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n",
      "Instructions for updating:\n",
      "Use `tf.global_variables_initializer` instead.\n"
     ]
    }
   ],
   "source": [
    "w2gm_text8_2s.visualize_embeddings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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HBwfq1q3Lxo0bSUtLY9SoUVSvXp1GjRpx5MgR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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cfb077d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8743742896109)>\n",
      "Top 10 highest similarity\n",
      "['rock:0', 'limestone:1', 'basalt:1', 'rocks:0', 'metamorphic:1', 'sedimentary:1', 'granite:1', 'boulders:1', 'lava:0', 'weathering:1']\n",
      "Top 10 lowest variance of top 20 highest similarity\n",
      "['masonry:0', 'limestones:1', 'weathering:1', 'sediments:0', 'basalt:1', 'silt:0', 'cools:0', 'ridges:1', 'sedimentary:1', 'boulders:1', 'lava:0', 'felsic:0', 'limestone:1', 'sediment:0', 'drilled:0', 'deposited:1', 'metamorphic:1', 'granite:1', 'rocks:0', 'rock:0']\n"
     ]
    },
    {
     "data": {
      "image/png": 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06RKXLl2iWbNmVKhQAQAfHx+jXzs7O3x8fIz+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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3d24275110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8743786016425)>\n",
      "Top 10 highest similarity\n",
      "['rock:1', 'pop:0', 'bands:1', 'rap:0', 'hardcore:0', 'band:1', 'disco:0', 'funk:0', 'dj:0', 'jazz:1']\n",
      "Top 10 lowest variance of top 20 highest similarity\n",
      "['punk:0', 'songwriters:0', 'funk:0', 'hardcore:0', 'vocalists:1', 'rap:0', 'hip:1', 'disco:0', 'dj:0', 'singers:1', 'musicians:1', 'digweed:0', 'beastie:0', 'jazz:1', 'bands:1', 'pop:0', 'album:1', 'rock:1', 'band:1', 'musical:0']\n"
     ]
    }
   ],
   "source": [
    "w2gm_text8_2s.show_nearest_neighbors('rock', 0)\n",
    "w2gm_text8_2s.show_nearest_neighbors('rock', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dataset</th>\n",
       "      <th>text8/max</th>\n",
       "      <th>text8/dis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SL</td>\n",
       "      <td>18.891734</td>\n",
       "      <td>9.837838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WS</td>\n",
       "      <td>60.848186</td>\n",
       "      <td>39.015669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WS-S</td>\n",
       "      <td>65.713851</td>\n",
       "      <td>40.652039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WS-R</td>\n",
       "      <td>59.955224</td>\n",
       "      <td>42.891791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MEN</td>\n",
       "      <td>59.281383</td>\n",
       "      <td>39.223864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MC</td>\n",
       "      <td>55.585226</td>\n",
       "      <td>39.096574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>RG</td>\n",
       "      <td>51.628766</td>\n",
       "      <td>34.151086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>YP</td>\n",
       "      <td>31.158988</td>\n",
       "      <td>22.942625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>MT-287</td>\n",
       "      <td>62.346112</td>\n",
       "      <td>57.716732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>MT-771</td>\n",
       "      <td>50.059093</td>\n",
       "      <td>37.151162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>RW</td>\n",
       "      <td>9.831788</td>\n",
       "      <td>-1.538599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Dataset  text8/max  text8/dis\n",
       "0       SL  18.891734   9.837838\n",
       "1       WS  60.848186  39.015669\n",
       "2     WS-S  65.713851  40.652039\n",
       "3     WS-R  59.955224  42.891791\n",
       "4      MEN  59.281383  39.223864\n",
       "5       MC  55.585226  39.096574\n",
       "6       RG  51.628766  34.151086\n",
       "7       YP  31.158988  22.942625\n",
       "8   MT-287  62.346112  57.716732\n",
       "9   MT-771  50.059093  37.151162\n",
       "10      RW   9.831788  -1.538599"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantitative_eval(model_names=[('text8', text8_model_dir)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>method</th>\n",
       "      <th>spearman</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SCWS_maxdot</td>\n",
       "      <td>42.729328</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        method   spearman\n",
       "0  SCWS_maxdot  42.729328"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantitative_scws_df(text8_model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ben/anaconda2/lib/python2.7/site-packages/sklearn/metrics/classification.py:1074: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 due to no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.6808664259927798, 0.71251798561151081)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print best AP and best F1\n",
    "calculate_entailment(text8_model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/ben/research/word2gm//modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10/model.ckpt-3609\n",
      "/home/ben/research/word2gm//modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10/model.ckpt-382401\n",
      "/home/ben/research/word2gm//modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10/model.ckpt-482817\n",
      "/home/ben/research/word2gm//modelfiles/t8-2s-e10-v05-lr05d-mc100-ss5-nwout-adg-win10/model.ckpt-861529\n",
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AAFySTz/9VNu2bVNiYqK6du2qhx56yOySAAAA8AcQAAAALiotLU2j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\ncujfqVOnlJOTE+rpAUQQy7I0bdo0BgACAAAAUSz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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cfb306d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<ggplot: (8743743209897)>,           x      scores\n",
       " 0      3609  -10.726453\n",
       " 1    382401  251.778523\n",
       " 2    482817  312.076270\n",
       " 3    861529  384.000869\n",
       " 4    962257  408.043479\n",
       " 5   1339840  437.679356\n",
       " 6   1441452  453.091748\n",
       " 7   1821448  474.778770\n",
       " 8   1920537  483.694488\n",
       " 9   2303397  489.600711\n",
       " 10  2399871  496.093813\n",
       " 11  2786525  504.517808\n",
       " 12  2879567  509.520904\n",
       " 13  3223248  512.741674\n",
       " 14  3358382  516.898310\n",
       " 15  3737020  516.366329\n",
       " 16  3837623  518.469980\n",
       " 17  4225870  522.224319\n",
       " 18  4316927  521.674650\n",
       " 19  4695804  524.721928\n",
       " 20  4792139  525.300352)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantitative_eval_over_time(text8_model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6ioULF3L33Xfv8T1MnToVYwzf/va3ufzyywmFQnzsYx/bbdeH3YU8+2L69Olcc801/PCH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\nIiIiItmgUEIkDcZTcb6851+J2yluKV5wyfaObZEaaMd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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cfaf0ae50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<ggplot: (8743857298401)>,            x     scores      dataset\n",
       " 0       3609  -0.590109           SL\n",
       " 1       3609   5.939706           WS\n",
       " 2       3609   3.905465         WS-S\n",
       " 3       3609  11.968151         WS-R\n",
       " 4       3609   1.889171          MEN\n",
       " 5       3609 -17.467735           MC\n",
       " 6       3609  -8.044935           RG\n",
       " 7       3609 -17.746086           YP\n",
       " 8       3609   6.459613       MT-287\n",
       " 9       3609   0.059196       MT-771\n",
       " 10      3609   2.901111           RW\n",
       " 11      3609  21.890397  SCWS_maxdot\n",
       " 12      3609  -0.975132      AVERAGE\n",
       " 13    382401   9.856093           SL\n",
       " 14    382401  35.317139           WS\n",
       " 15    382401  38.131721         WS-S\n",
       " 16    382401  35.509333         WS-R\n",
       " 17    382401  29.054848          MEN\n",
       " 18    382401  16.555408           MC\n",
       " 19    382401  15.309635           RG\n",
       " 20    382401  -4.427563           YP\n",
       " 21    382401  42.076081       MT-287\n",
       " 22    382401  28.672174       MT-771\n",
       " 23    382401   5.723654           RW\n",
       " 24    382401  34.599566  SCWS_maxdot\n",
       " 25    382401  22.888957      AVERAGE\n",
       " 26    482817  12.253120           SL\n",
       " 27    482817  41.991597           WS\n",
       " 28    482817  45.429812         WS-S\n",
       " 29    482817  40.474108         WS-R\n",
       " ..       ...        ...          ...\n",
       " 243  4316927  49.690723       MT-771\n",
       " 244  4316927   9.440445           RW\n",
       " 245  4316927  42.392824  SCWS_maxdot\n",
       " 246  4316927  47.424968      AVERAGE\n",
       " 247  4695804  18.690433           SL\n",
       " 248  4695804  59.946487           WS\n",
       " 249  4695804  65.249716         WS-S\n",
       " 250  4695804  58.871779         WS-R\n",
       " 251  4695804  59.262845          MEN\n",
       " 252  4695804  55.696486           MC\n",
       " 253  4695804  53.495208           RG\n",
       " 254  4695804  31.160083           YP\n",
       " 255  4695804  62.028293       MT-287\n",
       " 256  4695804  50.072635       MT-771\n",
       " 257  4695804  10.247963           RW\n",
       " 258  4695804  42.548652  SCWS_maxdot\n",
       " 259  4695804  47.701993      AVERAGE\n",
       " 260  4792139  18.891734           SL\n",
       " 261  4792139  60.848186           WS\n",
       " 262  4792139  65.713851         WS-S\n",
       " 263  4792139  59.955224         WS-R\n",
       " 264  4792139  59.281383          MEN\n",
       " 265  4792139  55.585226           MC\n",
       " 266  4792139  51.628766           RG\n",
       " 267  4792139  31.158988           YP\n",
       " 268  4792139  62.346112       MT-287\n",
       " 269  4792139  50.059093       MT-771\n",
       " 270  4792139   9.831788           RW\n",
       " 271  4792139  42.729328  SCWS_maxdot\n",
       " 272  4792139  47.754577      AVERAGE\n",
       " \n",
       " [273 rows x 3 columns])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quanteval_plot_ind(text8_model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
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 },
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 "nbformat_minor": 1
}