notebooks/data_preparation/test/test-translated-filename-sentence-embeddings.ipynb

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      "Collecting sentence-transformers\r\n",
      "  Downloading sentence-transformers-2.1.0.tar.gz (78 kB)\r\n",
      "\u001b[K     |████████████████████████████████| 78 kB 664 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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=d2a82dc9c9011d49eedb408c2fd16faea8a9971f755919e685bfa60efc7b8593\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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     "text": [
      "2021-11-27 08:36:51.682134: 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",
      "2021-11-27 08:36:51.682245: 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",
    "import torch\n",
    "\n",
    "from sentence_transformers import SentenceTransformer, util"
   ]
  },
  {
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       "      <td>NamKy (BasseCochichine)1878</td>\n",
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       "      <td>Nam Ky Basse Cochichine</td>\n",
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       "                                               image_url  count  \\\n",
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       "...                                                  ...    ...   \n",
       "44757  https://upload.wikimedia.org/wikipedia/vi/2/2f...      1   \n",
       "44758  https://upload.wikimedia.org/wikipedia/vi/5/52...      1   \n",
       "44759  https://upload.wikimedia.org/wikipedia/vi/8/84...      1   \n",
       "44760  https://upload.wikimedia.org/wikipedia/vi/8/89...      1   \n",
       "44761  https://upload.wikimedia.org/wikipedia/vi/b/b4...      3   \n",
       "\n",
       "                                                filename  \\\n",
       "0      Billingsgate Cartographer; Blome, RichardSurve...   \n",
       "1                         Fairbanks, fur market (02 cut)   \n",
       "2                                    Giro Media Blenio 1   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                    Iron Maiden's Eddie   \n",
       "...                                                  ...   \n",
       "44757                                  Princess kaiulani   \n",
       "44758                                       Thanhongdem1   \n",
       "44759                                  Chùa một cột 1896   \n",
       "44760  Giáo hoàng Gioan Phao lô II chụp cùng HY Giuse...   \n",
       "44761                        NamKy (BasseCochichine)1878   \n",
       "\n",
       "                                          pured_filename  \\\n",
       "0      Billingsgate Cartographer Blome RichardSurveyo...   \n",
       "1                           Fairbanks fur market 02 cut    \n",
       "2                                    Giro Media Blenio 1   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                    Iron Maiden s Eddie   \n",
       "...                                                  ...   \n",
       "44757                                  Princess kaiulani   \n",
       "44758                                       Thanhongdem1   \n",
       "44759                                  Chùa một cột 1896   \n",
       "44760  Giáo hoàng Gioan Phao lô II chụp cùng HY Giuse...   \n",
       "44761                         NamKy BasseCochichine 1878   \n",
       "\n",
       "                                         spaced_filename  \\\n",
       "0      Billingsgate Cartographer Blome Richard Survey...   \n",
       "1                           Fairbanks fur market 02 cut    \n",
       "2                                    Giro Media Blenio 1   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                    Iron Maiden s Eddie   \n",
       "...                                                  ...   \n",
       "44757                                  Princess kaiulani   \n",
       "44758                                      Thanhongdem 1   \n",
       "44759                                  Chùa một cột 1896   \n",
       "44760  Giáo hoàng Gioan Phao lô II chụp cùng HY Giuse...   \n",
       "44761                       Nam Ky Basse Cochichine 1878   \n",
       "\n",
       "                                        undigit_filename filename_lang  \\\n",
       "0      Billingsgate Cartographer Blome Richard Survey...            en   \n",
       "1                               Fairbanks fur market cut            en   \n",
       "2                                      Giro Media Blenio            nl   \n",
       "3                       Guetenbachtor Lainzer Tiergarten            nl   \n",
       "4                                    Iron Maiden s Eddie            en   \n",
       "...                                                  ...           ...   \n",
       "44757                                  Princess kaiulani            en   \n",
       "44758                                        Thanhongdem            en   \n",
       "44759                                       Chùa một cột            vi   \n",
       "44760  Giáo hoàng Gioan Phao lô II chụp cùng HY Giuse...            vi   \n",
       "44761                            Nam Ky Basse Cochichine           ceb   \n",
       "\n",
       "       filename_en  section  \\\n",
       "0             True  commons   \n",
       "1             True  commons   \n",
       "2            False  commons   \n",
       "3            False  commons   \n",
       "4             True  commons   \n",
       "...            ...      ...   \n",
       "44757         True       vi   \n",
       "44758         True       vi   \n",
       "44759        False       vi   \n",
       "44760        False       vi   \n",
       "44761        False       vi   \n",
       "\n",
       "                                spaced_filename_translit  ext  \\\n",
       "0                                                         jpg   \n",
       "1                                                         jpg   \n",
       "2                                                         jpg   \n",
       "3                                                         jpg   \n",
       "4                                                         jpg   \n",
       "...                                                  ...  ...   \n",
       "44757                                                     jpg   \n",
       "44758                                                     jpg   \n",
       "44759                                  Chua một cột 1896  jpg   \n",
       "44760  Giao hoang Gioan Phao lo II chụp cung HY Giuse...  png   \n",
       "44761                                                     jpg   \n",
       "\n",
       "       filename_contains_digit     id  \\\n",
       "0                         True      0   \n",
       "1                         True      1   \n",
       "2                         True      2   \n",
       "3                        False      3   \n",
       "4                        False      4   \n",
       "...                        ...    ...   \n",
       "44757                    False  44757   \n",
       "44758                     True  44758   \n",
       "44759                     True  44759   \n",
       "44760                    False  44760   \n",
       "44761                     True  44761   \n",
       "\n",
       "                            undigit_filename_translation  \\\n",
       "0                                                          \n",
       "1                                                          \n",
       "2                                      Blenio Media Tour   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                                          \n",
       "...                                                  ...   \n",
       "44757                                                      \n",
       "44758                                                      \n",
       "44759                                  One Pillar Pagoda   \n",
       "44760  Pope John Paul II poses with Cardinal Joseph T...   \n",
       "44761                            Nam Ky Basse Cochichine   \n",
       "\n",
       "                                          final_filename  \\\n",
       "0      Billingsgate Cartographer Blome Richard Survey...   \n",
       "1                               Fairbanks fur market cut   \n",
       "2                                      Blenio Media Tour   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                    Iron Maiden s Eddie   \n",
       "...                                                  ...   \n",
       "44757                                  Princess kaiulani   \n",
       "44758                                        Thanhongdem   \n",
       "44759                                  One Pillar Pagoda   \n",
       "44760  Pope John Paul II poses with Cardinal Joseph T...   \n",
       "44761                            Nam Ky Basse Cochichine   \n",
       "\n",
       "                                       PREfinal_filename  \\\n",
       "0      Billingsgate Cartographer Blome Richard Survey...   \n",
       "1                               Fairbanks fur market cut   \n",
       "2                                      Blenio Media Tour   \n",
       "3                       Guetenbachtor Lainzer Tiergarten   \n",
       "4                                    Iron Maiden s Eddie   \n",
       "...                                                  ...   \n",
       "44757                                  Princess kaiulani   \n",
       "44758                                        Thanhongdem   \n",
       "44759                                  One Pillar Pagoda   \n",
       "44760  Pope John Paul II poses with Cardinal Joseph T...   \n",
       "44761                            Nam Ky Basse Cochichine   \n",
       "\n",
       "                                 spaced_undigit_filename  \n",
       "0      Billingsgate Cartographer Blome Richard Survey...  \n",
       "1                               Fairbanks fur market cut  \n",
       "2                                      Giro Media Blenio  \n",
       "3                       Guetenbachtor Lainzer Tiergarten  \n",
       "4                                    Iron Maiden s Eddie  \n",
       "...                                                  ...  \n",
       "44757                                  Princess kaiulani  \n",
       "44758                                        Thanhongdem  \n",
       "44759                                       Chùa một cột  \n",
       "44760  Giáo hoàng Gioan Phao lô II chụp cùng HY Giuse...  \n",
       "44761                            Nam Ky Basse Cochichine  \n",
       "\n",
       "[44762 rows x 17 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../input/test-final-image-dataset/final_images.csv', keep_default_na=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fa13910",
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    "tags": []
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   "source": [
    "### Loading Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d6861085",
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cac10afaf12d47e480cb247275321995",
       "version_major": 2,
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       "Downloading:   0%|          | 0.00/690 [00:00<?, ?B/s]"
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       "Downloading:   0%|          | 0.00/3.77k [00:00<?, ?B/s]"
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    {
     "data": {
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       "Downloading:   0%|          | 0.00/723 [00:00<?, ?B/s]"
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       "Downloading:   0%|          | 0.00/1.11G [00:00<?, ?B/s]"
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    {
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       "Downloading:   0%|          | 0.00/402 [00:00<?, ?B/s]"
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    {
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   ],
   "source": [
    "model = SentenceTransformer('paraphrase-multilingual-mpnet-base-v2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2298668",
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    "tags": []
   },
   "source": [
    "## Retrieving Embeddings"
   ]
  },
  {
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b5d061f3b9bd4e6a80c0dcf144b6ff99",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Batches:   0%|          | 0/1399 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/plain": [
       "(44762, 768)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "filename_embeddings = model.encode(df['PREfinal_filename'].values)\n",
    "\n",
    "filename_embeddings.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2d5d0cc2",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
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   "outputs": [],
   "source": [
    "with open('undigit_filename_embeddings.data', 'wb') as file:\n",
    "    cloudpickle.dump(filename_embeddings, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4e36c1b",
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