notebooks/klp.ipynb

{
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   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import utils\n",
    "\n",
    "# analisis for klp paper\n",
    "FOLDER_H='../nlunetwork/results/dataset_combination/h_model/test_all_loss_both_slottype_full_we_large_recurrent_cell_lstm_attention_both_three_stages_true_highway___hyper:LABEL_EMB_SIZE=64,LSTM_SIZE=128,BATCH_SIZE=2,MAX_EPOCHS=100/huric_eb/modern_right'\n",
    "FOLDER_FNH='../nlunetwork/results/dataset_combination/fnh_model/test_all_loss_both_slottype_full_we_large_recurrent_cell_lstm_attention_both_three_stages_true_highway___hyper:LABEL_EMB_SIZE=64,LSTM_SIZE=128,BATCH_SIZE=2,MAX_EPOCHS=100/huric_eb/modern_right/'\n",
    "h_pred = utils.load_json(FOLDER_H, 0)\n",
    "fnh_pred = utils.load_json(FOLDER_FNH, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true Giving pred_h Bringing pred_fnh Giving\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">give</td><td style=\"background-color: rgb(255,255,255);\">me</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">towel</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9998, 255,254.9998);\">0.0000</td><td style=\"background-color: rgb(254.9461, 255,254.9461);\">0.0002</td><td style=\"background-color: rgb(243.4886, 255,243.4886);\">0.0451</td><td style=\"background-color: rgb(11.5785, 255,11.5785);\">0.9546</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(89.6156, 255,89.6156);\">0.6486</td><td style=\"background-color: rgb(165.3844, 255,165.3844);\">0.3514</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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     "output_type": "stream",
     "text": [
      "true Change_operational_state pred_h Motion pred_fnh Change_operational_state\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">i</td><td style=\"background-color: rgb(255,255,255);\">want</td><td style=\"background-color: rgb(255,255,255);\">to</td><td style=\"background-color: rgb(255,255,255);\">go</td><td style=\"background-color: rgb(255,255,255);\">to</td><td style=\"background-color: rgb(255,255,255);\">sleep</td><td style=\"background-color: rgb(255,255,255);\">turn</td><td style=\"background-color: rgb(255,255,255);\">off</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">light</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.9998, 255,254.9998);\">0.0000</td><td style=\"background-color: rgb(254.9349, 255,254.9349);\">0.0003</td><td style=\"background-color: rgb(254.9784, 255,254.9784);\">0.0001</td><td style=\"background-color: rgb(254.9758, 255,254.9758);\">0.0001</td><td style=\"background-color: rgb(253.0453, 255,253.0453);\">0.0077</td><td style=\"background-color: rgb(104.4770, 255,104.4770);\">0.5903</td><td style=\"background-color: rgb(152.5900, 255,152.5900);\">0.4016</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.5508, 255,254.5508);\">0.0018</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.9850, 255,254.9850);\">0.0001</td><td style=\"background-color: rgb(0.4642, 255,0.4642);\">0.9982</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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   ],
   "source": [
    "for p1, p2 in zip(sorted(h_pred, key=lambda x: x['file']), sorted(fnh_pred, key=lambda x: x['file'])):\n",
    "    lu, attn1 = utils.get_intent_attention_arrays(p1)\n",
    "    _, attn2 = utils.get_intent_attention_arrays(p2)\n",
    "    lu_idx = np.argmax(lu)\n",
    "    at1_idx = np.argmax(attn1)\n",
    "    at2_idx = np.argmax(attn2)\n",
    "    if p1['intent_pred'] != p1['intent_true']:\n",
    "        print('true', p1['intent_true'], 'pred_h', p1['intent_pred'], 'pred_fnh', p2['intent_pred'])\n",
    "        utils.display_sequences(['words', 'lu', 'h->h', 'fn+h->h'], [p1['words'], lu, attn1, attn2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true Following pred_h Following pred_fnh Following\n"
     ]
    },
    {
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">follow</td><td style=\"background-color: rgb(255,255,255);\">this</td><td style=\"background-color: rgb(255,255,255);\">guy</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9059, 255,254.9059);\">0.0004</td><td style=\"background-color: rgb(120.7832, 255,120.7832);\">0.5263</td><td style=\"background-color: rgb(134.3150, 255,134.3150);\">0.4733</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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     "text": [
      "true Searching pred_h Searching pred_fnh Searching\n"
     ]
    },
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">search</td><td style=\"background-color: rgb(255,255,255);\">for</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">coffee</td><td style=\"background-color: rgb(255,255,255);\">cups</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9935, 255,254.9935);\">0.0000</td><td style=\"background-color: rgb(253.5236, 255,253.5236);\">0.0058</td><td style=\"background-color: rgb(245.6199, 255,245.6199);\">0.0368</td><td style=\"background-color: rgb(102.1521, 255,102.1521);\">0.5994</td><td style=\"background-color: rgb(163.7120, 255,163.7120);\">0.3580</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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      "true Motion pred_h Motion pred_fnh Motion\n"
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    },
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">go</td><td style=\"background-color: rgb(255,255,255);\">to</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">kitchen</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9998, 255,254.9998);\">0.0000</td><td style=\"background-color: rgb(251.0887, 255,251.0887);\">0.0153</td><td style=\"background-color: rgb(48.2295, 255,48.2295);\">0.8109</td><td style=\"background-color: rgb(210.6827, 255,210.6827);\">0.1738</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0194, 255,0.0194);\">0.9999</td><td style=\"background-color: rgb(254.9806, 255,254.9806);\">0.0001</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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     "text": [
      "true Searching pred_h Searching pred_fnh Searching\n"
     ]
    },
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      "text/html": [
       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">please</td><td style=\"background-color: rgb(255,255,255);\">find</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">lamp</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.9713, 255,254.9713);\">0.0001</td><td style=\"background-color: rgb(105.1913, 255,105.1913);\">0.5875</td><td style=\"background-color: rgb(149.8398, 255,149.8398);\">0.4124</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">can</td><td style=\"background-color: rgb(255,255,255);\">you</td><td style=\"background-color: rgb(255,255,255);\">find</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">refrigerator</td><td style=\"background-color: rgb(255,255,255);\">for</td><td style=\"background-color: rgb(255,255,255);\">me</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.9965, 255,254.9965);\">0.0000</td><td style=\"background-color: rgb(254.9422, 255,254.9422);\">0.0002</td><td style=\"background-color: rgb(252.8141, 255,252.8141);\">0.0086</td><td style=\"background-color: rgb(210.4532, 255,210.4532);\">0.1747</td><td style=\"background-color: rgb(46.7950, 255,46.7950);\">0.8165</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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     "text": [
      "true Following pred_h Following pred_fnh Following\n"
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">follow</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">person</td><td style=\"background-color: rgb(255,255,255);\">with</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">blonde</td><td style=\"background-color: rgb(255,255,255);\">hair</td><td style=\"background-color: rgb(255,255,255);\">and</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">black</td><td style=\"background-color: rgb(255,255,255);\">pants</td><td style=\"background-color: rgb(255,255,255);\">fast</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9251, 255,254.9251);\">0.0003</td><td style=\"background-color: rgb(222.4479, 255,222.4479);\">0.1277</td><td style=\"background-color: rgb(248.0442, 255,248.0442);\">0.0273</td><td style=\"background-color: rgb(121.4447, 255,121.4447);\">0.5237</td><td style=\"background-color: rgb(186.9506, 255,186.9506);\">0.2669</td><td style=\"background-color: rgb(252.3875, 255,252.3875);\">0.0102</td><td style=\"background-color: rgb(253.7769, 255,253.7769);\">0.0048</td><td style=\"background-color: rgb(252.7933, 255,252.7933);\">0.0087</td><td style=\"background-color: rgb(252.6463, 255,252.6463);\">0.0092</td><td style=\"background-color: rgb(254.6150, 255,254.6150);\">0.0015</td><td style=\"background-color: rgb(253.4769, 255,253.4769);\">0.0060</td><td style=\"background-color: rgb(251.4957, 255,251.4957);\">0.0137</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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      "true Motion pred_h Motion pred_fnh Motion\n"
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      "true Closure pred_h Closure pred_fnh Closure\n"
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     "text": [
      "true Motion pred_h Motion pred_fnh Motion\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">go</td><td style=\"background-color: rgb(255,255,255);\">to</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">computer</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.9997, 255,254.9997);\">0.0000</td><td style=\"background-color: rgb(252.5368, 255,252.5368);\">0.0097</td><td style=\"background-color: rgb(156.8619, 255,156.8619);\">0.3849</td><td style=\"background-color: rgb(100.6023, 255,100.6023);\">0.6055</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0013, 255,0.0013);\">1.0000</td><td style=\"background-color: rgb(254.9987, 255,254.9987);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr></table>"
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      "true Change_operational_state pred_h Change_operational_state pred_fnh Change_operational_state\n"
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    },
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       "<table><tr><td><b>words</b></td><td style=\"background-color: rgb(255,255,255);\">restart</td><td style=\"background-color: rgb(255,255,255);\">the</td><td style=\"background-color: rgb(255,255,255);\">wifi</td></tr><tr><td><b>lu</b></td><td style=\"background-color: rgb(0.0000, 255,0.0000);\">1.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td></tr><tr><td><b>h->h</b></td><td style=\"background-color: rgb(254.7570, 255,254.7570);\">0.0010</td><td style=\"background-color: rgb(239.9422, 255,239.9422);\">0.0591</td><td style=\"background-color: rgb(15.3032, 255,15.3032);\">0.9400</td></tr><tr><td><b>fn+h->h</b></td><td style=\"background-color: rgb(0.0799, 255,0.0799);\">0.9997</td><td style=\"background-color: rgb(255.0000, 255,255.0000);\">0.0000</td><td style=\"background-color: rgb(254.9201, 255,254.9201);\">0.0003</td></tr></table>"
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      "true Bringing pred_h Bringing pred_fnh Bringing\n"
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   ],
   "source": [
    "for p1, p2 in zip(sorted(h_pred, key=lambda x: x['file']), sorted(fnh_pred, key=lambda x: x['file'])):\n",
    "    lu, attn1 = utils.get_intent_attention_arrays(p1)\n",
    "    _, attn2 = utils.get_intent_attention_arrays(p2)\n",
    "    lu_idx = np.argmax(lu)\n",
    "    at1_idx = np.argmax(attn1)\n",
    "    at2_idx = np.argmax(attn2)\n",
    "    if lu_idx != at1_idx and lu_idx == at2_idx:\n",
    "        print('true', p1['intent_true'], 'pred_h', p1['intent_pred'], 'pred_fnh', p2['intent_pred'])\n",
    "        utils.display_sequences(['words', 'lu', 'h->h', 'fn+h->h'], [p1['words'], lu, attn1, attn2])\n",
    "    #if p1['intent_pred'] != p1['intent_true']:\n",
    "    #    print('true', p1['intent_true'], 'pred_h', p1['intent_pred'], 'pred_fnh', p2['intent_pred'])\n",
    "    #    utils.display_sequences(['words', 'lu', 'h->h', 'fn+h->h'], [p1['words'], lu, attn1, attn2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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