notebooks/data_preparation/train/pagetitle-sentence-embeddings.ipynb

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     "text": [
      "Collecting sentence-transformers\r\n",
      "  Downloading sentence-transformers-2.1.0.tar.gz (78 kB)\r\n",
      "\u001b[K     |████████████████████████████████| 78 kB 936 kB/s \r\n",
      "\u001b[?25hRequirement already satisfied: transformers<5.0.0,>=4.6.0 in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (4.9.2)\r\n",
      "Requirement already satisfied: tokenizers>=0.10.3 in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (0.10.3)\r\n",
      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (4.62.1)\r\n",
      "Requirement already satisfied: torch>=1.6.0 in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (1.7.1+cpu)\r\n",
      "Requirement already satisfied: torchvision in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (0.8.2+cpu)\r\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (1.19.5)\r\n",
      "Requirement already satisfied: scikit-learn in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (0.23.2)\r\n",
      "Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (1.7.1)\r\n",
      "Requirement already satisfied: nltk in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (3.2.4)\r\n",
      "Requirement already satisfied: sentencepiece in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (0.1.96)\r\n",
      "Requirement already satisfied: huggingface-hub in /opt/conda/lib/python3.7/site-packages (from sentence-transformers) (0.0.12)\r\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch>=1.6.0->sentence-transformers) (3.7.4.3)\r\n",
      "Requirement already satisfied: filelock in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (3.0.12)\r\n",
      "Requirement already satisfied: sacremoses in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (0.0.45)\r\n",
      "Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (21.0)\r\n",
      "Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (2021.8.3)\r\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (2.25.1)\r\n",
      "Requirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (3.4.0)\r\n",
      "Requirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.7/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (5.4.1)\r\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->transformers<5.0.0,>=4.6.0->sentence-transformers) (2.4.7)\r\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->transformers<5.0.0,>=4.6.0->sentence-transformers) (3.5.0)\r\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from nltk->sentence-transformers) (1.15.0)\r\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (1.26.6)\r\n",
      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (2.10)\r\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (2021.5.30)\r\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (4.0.0)\r\n",
      "Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from sacremoses->transformers<5.0.0,>=4.6.0->sentence-transformers) (1.0.1)\r\n",
      "Requirement already satisfied: click in /opt/conda/lib/python3.7/site-packages (from sacremoses->transformers<5.0.0,>=4.6.0->sentence-transformers) (8.0.1)\r\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn->sentence-transformers) (2.2.0)\r\n",
      "Requirement already satisfied: pillow>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from torchvision->sentence-transformers) (8.3.1)\r\n",
      "Building wheels for collected packages: sentence-transformers\r\n",
      "  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l-\b \b\\\b \b|\b \bdone\r\n",
      "\u001b[?25h  Created wheel for sentence-transformers: filename=sentence_transformers-2.1.0-py3-none-any.whl size=121000 sha256=60a1a5af66fdb99ae4b2be0593dfec956d940a7af6564d5cd3b859f2a0136d36\r\n",
      "  Stored in directory: /root/.cache/pip/wheels/90/f0/bb/ed1add84da70092ea526466eadc2bfb197c4bcb8d4fa5f7bad\r\n",
      "Successfully built sentence-transformers\r\n",
      "Installing collected packages: sentence-transformers\r\n",
      "Successfully installed sentence-transformers-2.1.0\r\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "!pip install -U sentence-transformers"
   ]
  },
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   "outputs": [
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-11-03 14:57:45.498141: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/conda/lib\n",
      "2021-11-03 14:57:45.498262: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cloudpickle\n",
    "\n",
    "from transformers import XLMRobertaModel, XLMRobertaTokenizer\n",
    "import torch\n",
    "\n",
    "from sentence_transformers import SentenceTransformer, util"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "be65231f",
   "metadata": {
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       "      <td>1996 Republican National Convention</td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td>4</td>\n",
       "      <td>San Diego Convention Center</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0.748757</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>Republican National Convention</td>\n",
       "      <td>1996 Republican National Convention [SEP] The ...</td>\n",
       "      <td>301662</td>\n",
       "      <td></td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td></td>\n",
       "      <td>1996 Republican National Convention</td>\n",
       "      <td>1996 Republican National Convention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301663</th>\n",
       "      <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
       "      <td>1996 Republican National Convention</td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td>4</td>\n",
       "      <td>San Diego Convention Center</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0.748757</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>Republican National Convention</td>\n",
       "      <td>1996 Republican National Convention [SEP] The ...</td>\n",
       "      <td>301663</td>\n",
       "      <td></td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td>The San Diego Convention Center was the site o...</td>\n",
       "      <td></td>\n",
       "      <td>1996 Republican National Convention</td>\n",
       "      <td>1996 Republican National Convention</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>301664 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                image_url  \\\n",
       "0       https://upload.wikimedia.org/wikipedia/commons...   \n",
       "1       https://upload.wikimedia.org/wikipedia/commons...   \n",
       "2       https://upload.wikimedia.org/wikipedia/commons...   \n",
       "3       https://upload.wikimedia.org/wikipedia/commons...   \n",
       "4       https://upload.wikimedia.org/wikipedia/commons...   \n",
       "...                                                   ...   \n",
       "301659  https://upload.wikimedia.org/wikipedia/commons...   \n",
       "301660  https://upload.wikimedia.org/wikipedia/commons...   \n",
       "301661  https://upload.wikimedia.org/wikipedia/commons...   \n",
       "301662  https://upload.wikimedia.org/wikipedia/commons...   \n",
       "301663  https://upload.wikimedia.org/wikipedia/commons...   \n",
       "\n",
       "                                 page_title  \\\n",
       "0                              Jürgen Ovens   \n",
       "1                              Jürgen Ovens   \n",
       "2                              Овенс, Юрген   \n",
       "3                              Jürgen Ovens   \n",
       "4                            Andréi Amalrik   \n",
       "...                                     ...   \n",
       "301659              National Gallery Prague   \n",
       "301660          San Diego Convention Center   \n",
       "301661          San Diego Convention Center   \n",
       "301662  1996 Republican National Convention   \n",
       "301663  1996 Republican National Convention   \n",
       "\n",
       "                            caption_reference_description  count  \\\n",
       "0       Jürgen Ovens's Justitia, 1663-1665, Museumsber...      4   \n",
       "1       Jürgen Ovens: Justitia, \\n 1663-1665, Museumsb...      4   \n",
       "2       Юрген Овенс Юстиция, 1663—1665, Музей Фленсбур...      4   \n",
       "3       Justitia aus Schloss Gottorf, um 1665, Museums...      4   \n",
       "4                                    Andréi Amalrik, 1976      4   \n",
       "...                                                   ...    ...   \n",
       "301659  Veletržní palác (the Trade Fair Palace) houses...      4   \n",
       "301660          View of the center from the San Diego Bay      4   \n",
       "301661          View of the center from the San Diego Bay      4   \n",
       "301662  The San Diego Convention Center was the site o...      4   \n",
       "301663  The San Diego Convention Center was the site o...      4   \n",
       "\n",
       "                    spaced_filename   spaced_filename_translit  \\\n",
       "0             Jurgen ovens justitia                              \n",
       "1             Jurgen ovens justitia                              \n",
       "2             Jurgen ovens justitia                              \n",
       "3             Jurgen ovens justitia                              \n",
       "4               Andrei Amalrik 1976                              \n",
       "...                             ...                        ...   \n",
       "301659    Praha Veletržní palác jih  Praha Veletržni palac jih   \n",
       "301660  San Diego Convention Center                              \n",
       "301661  San Diego Convention Center                              \n",
       "301662  San Diego Convention Center                              \n",
       "301663  San Diego Convention Center                              \n",
       "\n",
       "       page_title_translit                                   caption_translit  \\\n",
       "0            Juergen Ovens  Juergen Ovens's Justitia, 1663-1665, Museumsbe...   \n",
       "1            Juergen Ovens  Juergen Ovens: Justitia, \\n 1663-1665, Museums...   \n",
       "2            Ovens, Jurgen  Jurgen Ovens Justitsija, 1663—1665, Muzej Flen...   \n",
       "3            Juergen Ovens                                                      \n",
       "4           Andrei Amalrik                               Andrei Amalrik, 1976   \n",
       "...                    ...                                                ...   \n",
       "301659                      Veletržni palac (the Trade Fair Palace) houses...   \n",
       "301660                                                                          \n",
       "301661                                                                          \n",
       "301662                                                                          \n",
       "301663                                                                          \n",
       "\n",
       "       page_title_lang  page_title_lang_p  ...  page_title_contains_digit  \\\n",
       "0                   en           0.124504  ...                      False   \n",
       "1                   en           0.124504  ...                      False   \n",
       "2                   ru           0.647271  ...                      False   \n",
       "3                   en           0.124504  ...                      False   \n",
       "4                   es           0.742067  ...                      False   \n",
       "...                ...                ...  ...                        ...   \n",
       "301659              en           0.686658  ...                      False   \n",
       "301660              en           0.576476  ...                      False   \n",
       "301661              en           0.576476  ...                      False   \n",
       "301662              en           0.748757  ...                       True   \n",
       "301663              en           0.748757  ...                       True   \n",
       "\n",
       "                     undigit_page_title  \\\n",
       "0                          Jürgen Ovens   \n",
       "1                          Jürgen Ovens   \n",
       "2                          Овенс, Юрген   \n",
       "3                          Jürgen Ovens   \n",
       "4                        Andréi Amalrik   \n",
       "...                                 ...   \n",
       "301659          National Gallery Prague   \n",
       "301660      San Diego Convention Center   \n",
       "301661      San Diego Convention Center   \n",
       "301662   Republican National Convention   \n",
       "301663   Republican National Convention   \n",
       "\n",
       "                                                   target  target_id  \\\n",
       "0       Jürgen Ovens [SEP] Jürgen Ovens's Justitia, 16...          0   \n",
       "1       Jürgen Ovens [SEP] Jürgen Ovens: Justitia, \\n ...          1   \n",
       "2       Овенс, Юрген [SEP] Юрген Овенс Юстиция, 1663—1...          2   \n",
       "3       Jürgen Ovens [SEP] Justitia aus Schloss Gottor...          3   \n",
       "4               Andréi Amalrik [SEP] Andréi Amalrik, 1976          4   \n",
       "...                                                   ...        ...   \n",
       "301659  National Gallery Prague [SEP] Veletržní palác ...     301659   \n",
       "301660  San Diego Convention Center [SEP] View of the ...     301660   \n",
       "301661  San Diego Convention Center [SEP] View of the ...     301661   \n",
       "301662  1996 Republican National Convention [SEP] The ...     301662   \n",
       "301663  1996 Republican National Convention [SEP] The ...     301663   \n",
       "\n",
       "                                      caption_translation  \\\n",
       "0                                                           \n",
       "1                                                           \n",
       "2       Jurgen Owens Justice, -, Flensburg Museum. Owe...   \n",
       "3       Justitia from Gottorf Castle, um, Museumsberg ...   \n",
       "4                                         Andrei Amalrik,   \n",
       "...                                                   ...   \n",
       "301659                                                      \n",
       "301660                                                      \n",
       "301661                                                      \n",
       "301662                                                      \n",
       "301663                                                      \n",
       "\n",
       "                                            final_caption  \\\n",
       "0       Jürgen Ovens's Justitia, 1663-1665, Museumsber...   \n",
       "1       Jürgen Ovens: Justitia, \\n 1663-1665, Museumsb...   \n",
       "2       Jurgen Owens Justice, -, Flensburg Museum. Owe...   \n",
       "3       Justitia from Gottorf Castle, um, Museumsberg ...   \n",
       "4                                         Andrei Amalrik,   \n",
       "...                                                   ...   \n",
       "301659  Veletržní palác (the Trade Fair Palace) houses...   \n",
       "301660          View of the center from the San Diego Bay   \n",
       "301661          View of the center from the San Diego Bay   \n",
       "301662  The San Diego Convention Center was the site o...   \n",
       "301663  The San Diego Convention Center was the site o...   \n",
       "\n",
       "                                         PREfinal_caption  \\\n",
       "0       Jürgen Ovens's Justitia, 1663-1665, Museumsber...   \n",
       "1       Jürgen Ovens: Justitia, \\n 1663-1665, Museumsb...   \n",
       "2       Jurgen Owens Justice, -, Flensburg Museum. Owe...   \n",
       "3       Justitia from Gottorf Castle, um, Museumsberg ...   \n",
       "4                                         Andrei Amalrik,   \n",
       "...                                                   ...   \n",
       "301659  Veletržní palác (the Trade Fair Palace) houses...   \n",
       "301660          View of the center from the San Diego Bay   \n",
       "301661          View of the center from the San Diego Bay   \n",
       "301662  The San Diego Convention Center was the site o...   \n",
       "301663  The San Diego Convention Center was the site o...   \n",
       "\n",
       "       page_title_translation                     final_page_title  \\\n",
       "0                                                     Jürgen Ovens   \n",
       "1                                                     Jürgen Ovens   \n",
       "2               Owens, Jürgen                        Owens, Jürgen   \n",
       "3                                                     Jürgen Ovens   \n",
       "4              Andrei Amalrik                       Andrei Amalrik   \n",
       "...                       ...                                  ...   \n",
       "301659                                     National Gallery Prague   \n",
       "301660                                 San Diego Convention Center   \n",
       "301661                                 San Diego Convention Center   \n",
       "301662                         1996 Republican National Convention   \n",
       "301663                         1996 Republican National Convention   \n",
       "\n",
       "                        PREfinal_page_title  \n",
       "0                              Jürgen Ovens  \n",
       "1                              Jürgen Ovens  \n",
       "2                             Owens, Jürgen  \n",
       "3                              Jürgen Ovens  \n",
       "4                            Andrei Amalrik  \n",
       "...                                     ...  \n",
       "301659              National Gallery Prague  \n",
       "301660          San Diego Convention Center  \n",
       "301661          San Diego Convention Center  \n",
       "301662  1996 Republican National Convention  \n",
       "301663  1996 Republican National Convention  \n",
       "\n",
       "[301664 rows x 26 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../input/combiner-target-dataset-0-of-5/final_matchings.csv', keep_default_na=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abc08548",
   "metadata": {
    "papermill": {
     "duration": 0.014678,
     "end_time": "2021-11-03T14:58:01.031023",
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     "start_time": "2021-11-03T14:58:01.016345",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Loading Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23ee6be5",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2021-11-03T14:59:07.917477Z",
     "shell.execute_reply.started": "2021-11-03T14:54:21.480902Z"
    },
    "papermill": {
     "duration": 66.870644,
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     "exception": false,
     "start_time": "2021-11-03T14:58:01.047039",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3d1abc61341d42b08d69dd72032296db",
       "version_major": 2,
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      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/690 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_minor": 0
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      "text/plain": [
       "Downloading:   0%|          | 0.00/3.77k [00:00<?, ?B/s]"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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    {
     "data": {
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    {
     "data": {
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       "Downloading:   0%|          | 0.00/1.11G [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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    {
     "data": {
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    {
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     },
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f33c4d6f0c745a68acaa34ff684d047",
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       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/9.08M [00:00<?, ?B/s]"
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     },
     "metadata": {},
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    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/402 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3011d24225414255a432f2f5a01c7aa0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = SentenceTransformer('paraphrase-multilingual-mpnet-base-v2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebd58d13",
   "metadata": {
    "papermill": {
     "duration": 0.020169,
     "end_time": "2021-11-03T14:59:07.958291",
     "exception": false,
     "start_time": "2021-11-03T14:59:07.938122",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Retrieving Embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "474fca0b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T14:59:08.015529Z",
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     "iopub.status.idle": "2021-11-03T16:40:14.971406Z",
     "shell.execute_reply": "2021-11-03T16:40:14.971979Z",
     "shell.execute_reply.started": "2021-11-03T14:56:27.386755Z"
    },
    "papermill": {
     "duration": 6066.991518,
     "end_time": "2021-11-03T16:40:14.972346",
     "exception": false,
     "start_time": "2021-11-03T14:59:07.980828",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e495ccca07014513bd2c9e5dc7caaa53",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Batches:   0%|          | 0/9427 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(301664, 768)\n"
     ]
    }
   ],
   "source": [
    "page_title_embeddings = model.encode(df['page_title'].values)\n",
    "\n",
    "print(page_title_embeddings.shape)\n",
    "\n",
    "with open('page_title_embeddings.data', 'wb') as file:\n",
    "    cloudpickle.dump(page_title_embeddings, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "221aa6c3",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2021-11-03T18:02:12.774246Z",
     "shell.execute_reply.started": "2021-11-03T14:56:29.137198Z"
    },
    "papermill": {
     "duration": 4917.780638,
     "end_time": "2021-11-03T18:02:12.775062",
     "exception": false,
     "start_time": "2021-11-03T16:40:14.994424",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "111bb6d490cb4529a8a7b622734a64c6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Batches:   0%|          | 0/9427 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(301664, 768)\n"
     ]
    }
   ],
   "source": [
    "prefinal_page_title_embeddings = model.encode(df['PREfinal_page_title'].values)\n",
    "\n",
    "print(prefinal_page_title_embeddings.shape)\n",
    "\n",
    "with open('prefinal_page_title_embeddings.data', 'wb') as file:\n",
    "    cloudpickle.dump(prefinal_page_title_embeddings, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90e93633",
   "metadata": {
    "papermill": {
     "duration": 0.021733,
     "end_time": "2021-11-03T18:02:12.818993",
     "exception": false,
     "start_time": "2021-11-03T18:02:12.797260",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
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