{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:03.809709Z",
     "iopub.status.busy": "2023-12-05T04:04:03.808818Z",
     "iopub.status.idle": "2023-12-05T04:04:21.308742Z",
     "shell.execute_reply": "2023-12-05T04:04:21.308088Z",
     "shell.execute_reply.started": "2023-12-05T04:04:03.809666Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  Downloading transformers-4.35.2-py3-none-any.whl (7.9 MB)\n",
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      "  Downloading huggingface_hub-0.19.3-py3-none-any.whl (311 kB)\n",
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      "\u001b[?25hINFO: pip is looking at multiple versions of aiohttp to determine which version is compatible with other requirements. This could take a while.\n",
      "Collecting aiohttp\n",
      "  Downloading aiohttp-3.9.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n",
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      "\u001b[?25hINFO: pip is looking at multiple versions of fsspec[http] to determine which version is compatible with other requirements. This could take a while.\n",
      "Collecting fsspec[http]<=2023.10.0,>=2023.1.0\n",
      "  Downloading fsspec-2023.10.0-py3-none-any.whl (166 kB)\n",
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      "\u001b[?25hRequirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests->transformers) (2.8)\n",
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      "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.14.0)\n",
      "Installing collected packages: safetensors, pyarrow-hotfix, fsspec, huggingface-hub, tokenizers, accelerate, transformers, datasets, evaluate\n",
      "  Attempting uninstall: fsspec\n",
      "    Found existing installation: fsspec 2023.1.0\n",
      "    Uninstalling fsspec-2023.1.0:\n",
      "      Successfully uninstalled fsspec-2023.1.0\n",
      "  Attempting uninstall: huggingface-hub\n",
      "    Found existing installation: huggingface-hub 0.12.0\n",
      "    Uninstalling huggingface-hub-0.12.0:\n",
      "      Successfully uninstalled huggingface-hub-0.12.0\n",
      "  Attempting uninstall: tokenizers\n",
      "    Found existing installation: tokenizers 0.12.1\n",
      "    Uninstalling tokenizers-0.12.1:\n",
      "      Successfully uninstalled tokenizers-0.12.1\n",
      "  Attempting uninstall: transformers\n",
      "    Found existing installation: transformers 4.21.3\n",
      "    Uninstalling transformers-4.21.3:\n",
      "      Successfully uninstalled transformers-4.21.3\n",
      "  Attempting uninstall: datasets\n",
      "    Found existing installation: datasets 2.4.0\n",
      "    Uninstalling datasets-2.4.0:\n",
      "      Successfully uninstalled datasets-2.4.0\n",
      "Successfully installed accelerate-0.25.0 datasets-2.15.0 evaluate-0.4.1 fsspec-2023.10.0 huggingface-hub-0.19.4 pyarrow-hotfix-0.6 safetensors-0.4.1 tokenizers-0.15.0 transformers-4.35.2\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\u001b[33m\n",
      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install -U transformers datasets evaluate accelerate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:21.310409Z",
     "iopub.status.busy": "2023-12-05T04:04:21.310130Z",
     "iopub.status.idle": "2023-12-05T04:04:21.783747Z",
     "shell.execute_reply": "2023-12-05T04:04:21.783079Z",
     "shell.execute_reply.started": "2023-12-05T04:04:21.310381Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Token will not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.\n",
      "Token is valid (permission: write).\n",
      "Your token has been saved to /root/.cache/huggingface/token\n",
      "Login successful\n"
     ]
    }
   ],
   "source": [
    "from huggingface_hub import login\n",
    "\n",
    "login('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')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:21.785174Z",
     "iopub.status.busy": "2023-12-05T04:04:21.784648Z",
     "iopub.status.idle": "2023-12-05T04:04:24.580049Z",
     "shell.execute_reply": "2023-12-05T04:04:24.579275Z",
     "shell.execute_reply.started": "2023-12-05T04:04:21.785148Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4332346192424ecba545a41bfa038983",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading readme:   0%|          | 0.00/714 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "912c3c39020b435f9d5fd336a73af546",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cde2a96564724b0cb55e049c7d388c0b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading data:   0%|          | 0.00/10.9M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9867623f3a48416c9cd09ae76b2ac1fc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8c80f1d324f741799078d136d73950db",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating train split:   0%|          | 0/42608 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datasets import load_dataset\n",
    "\n",
    "dataset = load_dataset(\"sivan22/orach-chaim\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:24.582217Z",
     "iopub.status.busy": "2023-12-05T04:04:24.581855Z",
     "iopub.status.idle": "2023-12-05T04:04:24.588662Z",
     "shell.execute_reply": "2023-12-05T04:04:24.587648Z",
     "shell.execute_reply.started": "2023-12-05T04:04:24.582192Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatasetDict({\n",
       "    train: Dataset({\n",
       "        features: ['Unnamed: 0', 'bookname', 'siman', 'sek', 'text', 'seif', 'topic'],\n",
       "        num_rows: 42608\n",
       "    })\n",
       "})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:24.592319Z",
     "iopub.status.busy": "2023-12-05T04:04:24.592074Z",
     "iopub.status.idle": "2023-12-05T04:04:24.600368Z",
     "shell.execute_reply": "2023-12-05T04:04:24.599325Z",
     "shell.execute_reply.started": "2023-12-05T04:04:24.592293Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Unnamed: 0': 24246,\n",
       " 'bookname': ' משנה ברורה',\n",
       " 'siman': 'תלא',\n",
       " 'sek': 'ט',\n",
       " 'text': ' ואם התחיל ללמוד: וה\"ה שאר מלאכות: ',\n",
       " 'seif': ' ב',\n",
       " 'topic': None}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from random import randint\n",
    "rnd = randint(0,len(dataset[\"train\"]))\n",
    "dataset[\"train\"][rnd]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:24.605031Z",
     "iopub.status.busy": "2023-12-05T04:04:24.604696Z",
     "iopub.status.idle": "2023-12-05T04:04:24.704105Z",
     "shell.execute_reply": "2023-12-05T04:04:24.701926Z",
     "shell.execute_reply.started": "2023-12-05T04:04:24.605005Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset[\"train\"] = dataset[\"train\"].add_column( \"label\",[0] * len(dataset[\"train\"],))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:24.710590Z",
     "iopub.status.busy": "2023-12-05T04:04:24.710344Z",
     "iopub.status.idle": "2023-12-05T04:04:28.345669Z",
     "shell.execute_reply": "2023-12-05T04:04:28.344609Z",
     "shell.execute_reply.started": "2023-12-05T04:04:24.710566Z"
    }
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   "outputs": [
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      "text/plain": [
       "       Unnamed: 0                           bookname siman sek  \\\n",
       "0               0            עטרת זקנים על אורח חיים     א   א   \n",
       "1               1            עטרת זקנים על אורח חיים     א   ב   \n",
       "2               2            עטרת זקנים על אורח חיים     א   ג   \n",
       "3               3            עטרת זקנים על אורח חיים     א   ד   \n",
       "4               4            עטרת זקנים על אורח חיים     א   ה   \n",
       "...           ...                                ...   ...  ..   \n",
       "42603       42603  אשל אברהם על שולחן ערוך אורח חיים  תרצה   ב   \n",
       "42604       42604  אשל אברהם על שולחן ערוך אורח חיים  תרצו   א   \n",
       "42605       42605  אשל אברהם על שולחן ערוך אורח חיים  תרצו   ב   \n",
       "42606       42606  אשל אברהם על שולחן ערוך אורח חיים  תרצו   ג   \n",
       "42607       42607  אשל אברהם על שולחן ערוך אורח חיים  תרצו   ד   \n",
       "\n",
       "                                                    text seif topic  label  \n",
       "0      ומיד כשיעור משנתו ואינו רוצ' לישן יטול ידיו אף...    א  None      0  \n",
       "1      המשכים לעסוק בתור' ילבוש עצמו כראוי להכין לקרא...    ב  None      0  \n",
       "2      ראוי. צריך כ\"א להשתת' עם צער' של רחל לבכות בכל...    ג  None      0  \n",
       "3      טוב לומר סדר הקרבנות דוקא ביום רק משנת איזהו מ...    ה  None      0  \n",
       "4      כשיסיים. אחר חטאת ואשם ודאי לא יאמר משום דהאמי...    ז  None      0  \n",
       "...                                                  ...  ...   ...    ...  \n",
       "42603   מלשלם.  עיין רא\"ש סוכה דף מ\"ה ות' בי\"ד סי' תל\"ד:    ב  None      0  \n",
       "42604  שלא לעשות.  וכשחל בע\"ש מותר לגלח לכבוד שבת לכ\"...    א  None      0  \n",
       "42605  ותענית.  ות\"ח שרי אלא דצריך למיתב תענית לתענית...    ג  None      0  \n",
       "42606        נוהגים.  ע' באר היטב לי\"ד סי' ת\"א וכמ\"ש שם:    ד  None      0  \n",
       "42607                 במקרא מגילה.  ע' ת' בי\"ד סי' תצ\"ו:    ז  None      0  \n",
       "\n",
       "[42608 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame.from_dict(dataset[\"train\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.350152Z",
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     "shell.execute_reply": "2023-12-05T04:04:28.373783Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.350115Z"
    }
   },
   "outputs": [],
   "source": [
    "df['text']=df['text'].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.377959Z",
     "iopub.status.busy": "2023-12-05T04:04:28.377725Z",
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     "shell.execute_reply": "2023-12-05T04:04:28.385891Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.377934Z"
    }
   },
   "outputs": [],
   "source": [
    "df['text']=df['text'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.391401Z",
     "iopub.status.busy": "2023-12-05T04:04:28.391173Z",
     "iopub.status.idle": "2023-12-05T04:04:28.439179Z",
     "shell.execute_reply": "2023-12-05T04:04:28.438089Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.391377Z"
    }
   },
   "outputs": [],
   "source": [
    "df.dropna(subset=['siman','seif'],how='any',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.442995Z",
     "iopub.status.busy": "2023-12-05T04:04:28.442679Z",
     "iopub.status.idle": "2023-12-05T04:04:28.457780Z",
     "shell.execute_reply": "2023-12-05T04:04:28.456539Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.442960Z"
    }
   },
   "outputs": [],
   "source": [
    "df['siman_seif']=df['siman']+' '+df['seif']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.461547Z",
     "iopub.status.busy": "2023-12-05T04:04:28.461289Z",
     "iopub.status.idle": "2023-12-05T04:04:28.611254Z",
     "shell.execute_reply": "2023-12-05T04:04:28.610251Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.461522Z"
    }
   },
   "outputs": [],
   "source": [
    "from datasets import Dataset\n",
    "dataset['train'] = Dataset.from_pandas(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.619670Z",
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     "iopub.status.idle": "2023-12-05T04:04:28.641413Z",
     "shell.execute_reply": "2023-12-05T04:04:28.640389Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.619642Z"
    }
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   "outputs": [
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       " 'סג ה',\n",
       " 'סג ו',\n",
       " 'סד  א',\n",
       " 'סד  ב',\n",
       " 'סד  ג',\n",
       " 'סד  ד',\n",
       " 'סד ב',\n",
       " 'סד ד',\n",
       " 'סה  א',\n",
       " 'סה  ב',\n",
       " 'סה  ג',\n",
       " 'סה א',\n",
       " 'סה ב',\n",
       " 'סו  א',\n",
       " 'סו  ב',\n",
       " 'סו  ג',\n",
       " 'סו  ד',\n",
       " 'סו  ה',\n",
       " 'סו  ו',\n",
       " 'סו  ז',\n",
       " 'סו  ח',\n",
       " 'סו  ט',\n",
       " 'סו  י',\n",
       " 'סו א',\n",
       " 'סו ב',\n",
       " 'סו ג',\n",
       " 'סו ד',\n",
       " 'סו ה',\n",
       " 'סו ז',\n",
       " 'סו ח',\n",
       " 'סו י',\n",
       " 'סז  א',\n",
       " 'סז א',\n",
       " 'סח  א',\n",
       " 'סח א',\n",
       " 'סט  א',\n",
       " 'סט  ב',\n",
       " 'סט א',\n",
       " 'סט ב',\n",
       " 'ע  א',\n",
       " 'ע  ב',\n",
       " 'ע  ג',\n",
       " 'ע  ד',\n",
       " 'ע  ה',\n",
       " 'ע א',\n",
       " 'ע ג',\n",
       " 'ע ד',\n",
       " 'ע ה',\n",
       " 'עא  א',\n",
       " 'עא  ב',\n",
       " 'עא  ג',\n",
       " 'עא  ד',\n",
       " 'עא  ה',\n",
       " 'עא  ו',\n",
       " 'עא  ז',\n",
       " 'עא א',\n",
       " 'עא ב',\n",
       " 'עא ז',\n",
       " 'עב  א',\n",
       " 'עב  ב',\n",
       " 'עב  ג',\n",
       " 'עב  ד',\n",
       " 'עב  ה',\n",
       " 'עב א',\n",
       " 'עב ב',\n",
       " 'עב ג',\n",
       " 'עב ד',\n",
       " 'עב ה',\n",
       " 'עג  א',\n",
       " 'עג  ב',\n",
       " 'עג  ג',\n",
       " 'עג  ד',\n",
       " 'עג א',\n",
       " 'עג ב',\n",
       " 'עג ג',\n",
       " 'עג ד',\n",
       " 'עד  א',\n",
       " 'עד  ב',\n",
       " 'עד  ג',\n",
       " 'עד  ד',\n",
       " 'עד  ה',\n",
       " 'עד  ו',\n",
       " 'עד א',\n",
       " 'עד ב',\n",
       " 'עד ג',\n",
       " 'עד ד',\n",
       " 'עד ה',\n",
       " 'עד ו',\n",
       " 'עה  א',\n",
       " 'עה  ב',\n",
       " 'עה  ג',\n",
       " 'עה  ד',\n",
       " 'עה  ה',\n",
       " 'עה  ו',\n",
       " 'עה א',\n",
       " 'עה ב',\n",
       " 'עה ג',\n",
       " 'עה ד',\n",
       " 'עה ו',\n",
       " 'עו  א',\n",
       " 'עו  ב',\n",
       " 'עו  ג',\n",
       " 'עו  ד',\n",
       " 'עו  ה',\n",
       " 'עו  ו',\n",
       " 'עו  ז',\n",
       " 'עו  ח',\n",
       " 'עו ב',\n",
       " 'עו ג',\n",
       " 'עו ד',\n",
       " 'עו ה',\n",
       " 'עו ו',\n",
       " 'עו ז',\n",
       " 'עו ח',\n",
       " 'עז  א',\n",
       " 'עז  ב',\n",
       " 'עז ב',\n",
       " 'עח  א',\n",
       " 'עח א',\n",
       " 'עט  א',\n",
       " 'עט  ב',\n",
       " 'עט  ג',\n",
       " 'עט  ד',\n",
       " 'עט  ה',\n",
       " 'עט  ו',\n",
       " 'עט  ז',\n",
       " 'עט  ח',\n",
       " 'עט  ט',\n",
       " 'עט א',\n",
       " 'עט ב',\n",
       " 'עט ג',\n",
       " 'עט ה',\n",
       " 'עט ו',\n",
       " 'עט ז',\n",
       " 'עט ט',\n",
       " 'פ  א',\n",
       " 'פ א',\n",
       " 'פא  א',\n",
       " 'פא  ב',\n",
       " 'פא א',\n",
       " 'פא ב',\n",
       " 'פב  א',\n",
       " 'פב  ב',\n",
       " 'פב א',\n",
       " 'פב ב',\n",
       " 'פג  א',\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#topics=df[\"bookname\"].unique().tolist() #use this for book classification\n",
    "simanim=df[\"siman_seif\"].unique().tolist()\n",
    "simanim.sort()\n",
    "simanim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.645806Z",
     "iopub.status.busy": "2023-12-05T04:04:28.645511Z",
     "iopub.status.idle": "2023-12-05T04:04:28.923491Z",
     "shell.execute_reply": "2023-12-05T04:04:28.922623Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.645771Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8e912baca3a40fabbf93813f1dd6455",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Casting the dataset:   0%|          | 0/42608 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datasets import ClassLabel\n",
    "new_features = dataset[\"train\"].features.copy()\n",
    "new_features[\"label\"] = ClassLabel(names=simanim)\n",
    "dataset[\"train\"] = dataset[\"train\"].cast(new_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.926964Z",
     "iopub.status.busy": "2023-12-05T04:04:28.926718Z",
     "iopub.status.idle": "2023-12-05T04:04:28.931514Z",
     "shell.execute_reply": "2023-12-05T04:04:28.930643Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.926938Z"
    }
   },
   "outputs": [],
   "source": [
    "def category(example):    \n",
    "    example['label']= simanim.index(example['siman_seif'])\n",
    "    return example       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_kg_hide-output": true,
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:28.935553Z",
     "iopub.status.busy": "2023-12-05T04:04:28.935239Z",
     "iopub.status.idle": "2023-12-05T04:04:38.447363Z",
     "shell.execute_reply": "2023-12-05T04:04:38.446439Z",
     "shell.execute_reply.started": "2023-12-05T04:04:28.935519Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c23e89b01a44489cb36c962b74a50865",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map:   0%|          | 0/42608 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset=dataset.map(category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:38.451272Z",
     "iopub.status.busy": "2023-12-05T04:04:38.450997Z",
     "iopub.status.idle": "2023-12-05T04:04:38.500772Z",
     "shell.execute_reply": "2023-12-05T04:04:38.499972Z",
     "shell.execute_reply.started": "2023-12-05T04:04:38.451237Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset = dataset.remove_columns(['Unnamed: 0','bookname', 'topic', 'sek', 'seif','siman','siman_seif'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:38.504802Z",
     "iopub.status.busy": "2023-12-05T04:04:38.504470Z",
     "iopub.status.idle": "2023-12-05T04:04:38.512167Z",
     "shell.execute_reply": "2023-12-05T04:04:38.511182Z",
     "shell.execute_reply.started": "2023-12-05T04:04:38.504767Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatasetDict({\n",
       "    train: Dataset({\n",
       "        features: ['text', 'label'],\n",
       "        num_rows: 42608\n",
       "    })\n",
       "})"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:38.517767Z",
     "iopub.status.busy": "2023-12-05T04:04:38.517458Z",
     "iopub.status.idle": "2023-12-05T04:04:38.639195Z",
     "shell.execute_reply": "2023-12-05T04:04:38.638328Z",
     "shell.execute_reply.started": "2023-12-05T04:04:38.517740Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset=dataset[\"train\"].train_test_split(test_size=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:38.642698Z",
     "iopub.status.busy": "2023-12-05T04:04:38.642425Z",
     "iopub.status.idle": "2023-12-05T04:04:38.782300Z",
     "shell.execute_reply": "2023-12-05T04:04:38.781301Z",
     "shell.execute_reply.started": "2023-12-05T04:04:38.642673Z"
    }
   },
   "outputs": [],
   "source": [
    "dataset = dataset.shuffle()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:38.786733Z",
     "iopub.status.busy": "2023-12-05T04:04:38.786376Z",
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     "shell.execute_reply": "2023-12-05T04:04:50.221289Z",
     "shell.execute_reply.started": "2023-12-05T04:04:38.786693Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "78592d67b56f43b681f318af4246e48b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/1.29k [00:00<?, ?B/s]"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "vocab.txt:   0%|          | 0.00/1.46M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/3.54M [00:00<?, ?B/s]"
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     },
     "metadata": {},
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    },
    {
     "data": {
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       "model_id": "05265e2ce8214f6b92f17f126a08b223",
       "version_major": 2,
       "version_minor": 0
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      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/695 [00:00<?, ?B/s]"
      ]
     },
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    },
    {
     "data": {
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       "model_id": "52023f5881334c85871b20a414b9712b",
       "version_major": 2,
       "version_minor": 0
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      "text/plain": [
       "config.json:   0%|          | 0.00/633k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9a5014441a524abe92afcf29c1caa455",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/761M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForMaskedLM were not initialized from the model checkpoint at sivan22/halacha-siman-seif-classifier and are newly initialized: ['cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.bias', 'cls.predictions.bias']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "BertForMaskedLM(\n",
       "  (bert): BertModel(\n",
       "    (embeddings): BertEmbeddings(\n",
       "      (word_embeddings): Embedding(128000, 768, padding_idx=0)\n",
       "      (position_embeddings): Embedding(512, 768)\n",
       "      (token_type_embeddings): Embedding(2, 768)\n",
       "      (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "      (dropout): Dropout(p=0.1, inplace=False)\n",
       "    )\n",
       "    (encoder): BertEncoder(\n",
       "      (layer): ModuleList(\n",
       "        (0): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (1): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (2): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (3): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (4): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (5): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (6): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (7): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (8): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (9): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (10): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (11): BertLayer(\n",
       "          (attention): BertAttention(\n",
       "            (self): BertSelfAttention(\n",
       "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "            (output): BertSelfOutput(\n",
       "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "              (dropout): Dropout(p=0.1, inplace=False)\n",
       "            )\n",
       "          )\n",
       "          (intermediate): BertIntermediate(\n",
       "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "            (intermediate_act_fn): GELUActivation()\n",
       "          )\n",
       "          (output): BertOutput(\n",
       "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "  )\n",
       "  (cls): BertOnlyMLMHead(\n",
       "    (predictions): BertLMPredictionHead(\n",
       "      (transform): BertPredictionHeadTransform(\n",
       "        (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "        (transform_act_fn): GELUActivation()\n",
       "        (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "      )\n",
       "      (decoder): Linear(in_features=768, out_features=128000, bias=True)\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from transformers import AutoTokenizer, BertForMaskedLM\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained('sivan22/halacha-siman-seif-classifier')\n",
    "model = BertForMaskedLM.from_pretrained('sivan22/halacha-siman-seif-classifier')\n",
    "\n",
    "# for evaluation, disable dropout\n",
    "model.eval()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:50.227267Z",
     "iopub.status.busy": "2023-12-05T04:04:50.226896Z",
     "iopub.status.idle": "2023-12-05T04:04:50.234283Z",
     "shell.execute_reply": "2023-12-05T04:04:50.233090Z",
     "shell.execute_reply.started": "2023-12-05T04:04:50.227228Z"
    }
   },
   "outputs": [],
   "source": [
    "def preprocess_function(examples):\n",
    "    return tokenizer(examples[\"text\"], truncation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:50.239168Z",
     "iopub.status.busy": "2023-12-05T04:04:50.238822Z",
     "iopub.status.idle": "2023-12-05T04:04:56.687632Z",
     "shell.execute_reply": "2023-12-05T04:04:56.686783Z",
     "shell.execute_reply.started": "2023-12-05T04:04:50.239132Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "87a846cc5c7d4f83a906028b968fddce",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map:   0%|          | 0/38347 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93832654760e4db9af952da3a3508fbc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map:   0%|          | 0/4261 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tokenized_dataset = dataset.map(preprocess_function, batched=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:04:56.691513Z",
     "iopub.status.busy": "2023-12-05T04:04:56.691282Z",
     "iopub.status.idle": "2023-12-05T04:05:00.006936Z",
     "shell.execute_reply": "2023-12-05T04:05:00.005921Z",
     "shell.execute_reply.started": "2023-12-05T04:04:56.691488Z"
    }
   },
   "outputs": [],
   "source": [
    "from transformers import DataCollatorWithPadding\n",
    "\n",
    "data_collator = DataCollatorWithPadding(tokenizer=tokenizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.018406Z",
     "iopub.status.busy": "2023-12-05T04:05:00.018113Z",
     "iopub.status.idle": "2023-12-05T04:05:00.376438Z",
     "shell.execute_reply": "2023-12-05T04:05:00.375571Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.018381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c84a83d0fe544e48aa4b4d0d800e82dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading builder script:   0%|          | 0.00/4.20k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import evaluate\n",
    "\n",
    "accuracy = evaluate.load(\"accuracy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.379433Z",
     "iopub.status.busy": "2023-12-05T04:05:00.379203Z",
     "iopub.status.idle": "2023-12-05T04:05:00.383938Z",
     "shell.execute_reply": "2023-12-05T04:05:00.383118Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.379408Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "def compute_metrics(eval_pred):\n",
    "    predictions, labels = eval_pred\n",
    "    predictions = np.argmax(predictions, axis=1)\n",
    "    return accuracy.compute(predictions=predictions, references=labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.386997Z",
     "iopub.status.busy": "2023-12-05T04:05:00.386764Z",
     "iopub.status.idle": "2023-12-05T04:05:00.390842Z",
     "shell.execute_reply": "2023-12-05T04:05:00.390039Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.386974Z"
    }
   },
   "outputs": [],
   "source": [
    "if None in simanim:\n",
    "    simanim.remove(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.393569Z",
     "iopub.status.busy": "2023-12-05T04:05:00.393283Z",
     "iopub.status.idle": "2023-12-05T04:05:00.410788Z",
     "shell.execute_reply": "2023-12-05T04:05:00.410140Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.393546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'א  ב',\n",
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       " 'א  ז',\n",
       " 'א  ח',\n",
       " 'א  ט',\n",
       " 'א א',\n",
       " 'א ב',\n",
       " 'א ג',\n",
       " 'א ד',\n",
       " 'א ה',\n",
       " 'א ו',\n",
       " 'א ז',\n",
       " 'א ח',\n",
       " 'א ט',\n",
       " 'ב  א',\n",
       " 'ב  ב',\n",
       " 'ב  ג',\n",
       " 'ב  ד',\n",
       " 'ב  ה',\n",
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       " 'ח  יג',\n",
       " 'ח  יד',\n",
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       " 'ח ד',\n",
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       " 'ח ז',\n",
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       " 'ח טו',\n",
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       " 'ט  ב',\n",
       " 'ט  ג',\n",
       " 'ט  ד',\n",
       " 'ט  ה',\n",
       " 'ט  ו',\n",
       " 'ט א',\n",
       " 'ט ב',\n",
       " 'ט ג',\n",
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       " 'ט ה',\n",
       " 'ט ו',\n",
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       " 'טו  ד',\n",
       " 'טו  ה',\n",
       " 'טו  ו',\n",
       " 'טו א',\n",
       " 'טו ב',\n",
       " 'טו ג',\n",
       " 'טו ד',\n",
       " 'טו ה',\n",
       " 'טו ו',\n",
       " 'טז  א',\n",
       " 'טז א',\n",
       " 'י  א',\n",
       " 'י  ב',\n",
       " 'י  ג',\n",
       " 'י  ד',\n",
       " 'י  ה',\n",
       " 'י  ו',\n",
       " 'י  ז',\n",
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       " 'י  ט',\n",
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       " 'יא  ב',\n",
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       " 'סד ד',\n",
       " 'סה  א',\n",
       " 'סה  ב',\n",
       " 'סה  ג',\n",
       " 'סה א',\n",
       " 'סה ב',\n",
       " 'סו  א',\n",
       " 'סו  ב',\n",
       " 'סו  ג',\n",
       " 'סו  ד',\n",
       " 'סו  ה',\n",
       " 'סו  ו',\n",
       " 'סו  ז',\n",
       " 'סו  ח',\n",
       " 'סו  ט',\n",
       " 'סו  י',\n",
       " 'סו א',\n",
       " 'סו ב',\n",
       " 'סו ג',\n",
       " 'סו ד',\n",
       " 'סו ה',\n",
       " 'סו ז',\n",
       " 'סו ח',\n",
       " 'סו י',\n",
       " 'סז  א',\n",
       " 'סז א',\n",
       " 'סח  א',\n",
       " 'סח א',\n",
       " 'סט  א',\n",
       " 'סט  ב',\n",
       " 'סט א',\n",
       " 'סט ב',\n",
       " 'ע  א',\n",
       " 'ע  ב',\n",
       " 'ע  ג',\n",
       " 'ע  ד',\n",
       " 'ע  ה',\n",
       " 'ע א',\n",
       " 'ע ג',\n",
       " 'ע ד',\n",
       " 'ע ה',\n",
       " 'עא  א',\n",
       " 'עא  ב',\n",
       " 'עא  ג',\n",
       " 'עא  ד',\n",
       " 'עא  ה',\n",
       " 'עא  ו',\n",
       " 'עא  ז',\n",
       " 'עא א',\n",
       " 'עא ב',\n",
       " 'עא ז',\n",
       " 'עב  א',\n",
       " 'עב  ב',\n",
       " 'עב  ג',\n",
       " 'עב  ד',\n",
       " 'עב  ה',\n",
       " 'עב א',\n",
       " 'עב ב',\n",
       " 'עב ג',\n",
       " 'עב ד',\n",
       " 'עב ה',\n",
       " 'עג  א',\n",
       " 'עג  ב',\n",
       " 'עג  ג',\n",
       " 'עג  ד',\n",
       " 'עג א',\n",
       " 'עג ב',\n",
       " 'עג ג',\n",
       " 'עג ד',\n",
       " 'עד  א',\n",
       " 'עד  ב',\n",
       " 'עד  ג',\n",
       " 'עד  ד',\n",
       " 'עד  ה',\n",
       " 'עד  ו',\n",
       " 'עד א',\n",
       " 'עד ב',\n",
       " 'עד ג',\n",
       " 'עד ד',\n",
       " 'עד ה',\n",
       " 'עד ו',\n",
       " 'עה  א',\n",
       " 'עה  ב',\n",
       " 'עה  ג',\n",
       " 'עה  ד',\n",
       " 'עה  ה',\n",
       " 'עה  ו',\n",
       " 'עה א',\n",
       " 'עה ב',\n",
       " 'עה ג',\n",
       " 'עה ד',\n",
       " 'עה ו',\n",
       " 'עו  א',\n",
       " 'עו  ב',\n",
       " 'עו  ג',\n",
       " 'עו  ד',\n",
       " 'עו  ה',\n",
       " 'עו  ו',\n",
       " 'עו  ז',\n",
       " 'עו  ח',\n",
       " 'עו ב',\n",
       " 'עו ג',\n",
       " 'עו ד',\n",
       " 'עו ה',\n",
       " 'עו ו',\n",
       " 'עו ז',\n",
       " 'עו ח',\n",
       " 'עז  א',\n",
       " 'עז  ב',\n",
       " 'עז ב',\n",
       " 'עח  א',\n",
       " 'עח א',\n",
       " 'עט  א',\n",
       " 'עט  ב',\n",
       " 'עט  ג',\n",
       " 'עט  ד',\n",
       " 'עט  ה',\n",
       " 'עט  ו',\n",
       " 'עט  ז',\n",
       " 'עט  ח',\n",
       " 'עט  ט',\n",
       " 'עט א',\n",
       " 'עט ב',\n",
       " 'עט ג',\n",
       " 'עט ה',\n",
       " 'עט ו',\n",
       " 'עט ז',\n",
       " 'עט ט',\n",
       " 'פ  א',\n",
       " 'פ א',\n",
       " 'פא  א',\n",
       " 'פא  ב',\n",
       " 'פא א',\n",
       " 'פא ב',\n",
       " 'פב  א',\n",
       " 'פב  ב',\n",
       " 'פב א',\n",
       " 'פב ב',\n",
       " 'פג  א',\n",
       " ...]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simanim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.413890Z",
     "iopub.status.busy": "2023-12-05T04:05:00.413643Z",
     "iopub.status.idle": "2023-12-05T04:05:00.421535Z",
     "shell.execute_reply": "2023-12-05T04:05:00.420532Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.413866Z"
    }
   },
   "outputs": [],
   "source": [
    "id2label = {}\n",
    "label2id = {}\n",
    "i=0\n",
    "for siman in simanim:\n",
    "    id2label[i]=siman\n",
    "    label2id[siman]=i\n",
    "    i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.425057Z",
     "iopub.status.busy": "2023-12-05T04:05:00.424829Z",
     "iopub.status.idle": "2023-12-05T04:05:00.450132Z",
     "shell.execute_reply": "2023-12-05T04:05:00.449341Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.425033Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'א  א',\n",
       " 1: 'א  ב',\n",
       " 2: 'א  ג',\n",
       " 3: 'א  ד',\n",
       " 4: 'א  ה',\n",
       " 5: 'א  ו',\n",
       " 6: 'א  ז',\n",
       " 7: 'א  ח',\n",
       " 8: 'א  ט',\n",
       " 9: 'א א',\n",
       " 10: 'א ב',\n",
       " 11: 'א ג',\n",
       " 12: 'א ד',\n",
       " 13: 'א ה',\n",
       " 14: 'א ו',\n",
       " 15: 'א ז',\n",
       " 16: 'א ח',\n",
       " 17: 'א ט',\n",
       " 18: 'ב  א',\n",
       " 19: 'ב  ב',\n",
       " 20: 'ב  ג',\n",
       " 21: 'ב  ד',\n",
       " 22: 'ב  ה',\n",
       " 23: 'ב  ו',\n",
       " 24: 'ב א',\n",
       " 25: 'ב ב',\n",
       " 26: 'ב ג',\n",
       " 27: 'ב ד',\n",
       " 28: 'ב ו',\n",
       " 29: 'ג  א',\n",
       " 30: 'ג  ב',\n",
       " 31: 'ג  ג',\n",
       " 32: 'ג  ד',\n",
       " 33: 'ג  ה',\n",
       " 34: 'ג  ו',\n",
       " 35: 'ג  ז',\n",
       " 36: 'ג  ח',\n",
       " 37: 'ג  ט',\n",
       " 38: 'ג  טו',\n",
       " 39: 'ג  טז',\n",
       " 40: 'ג  י',\n",
       " 41: 'ג  יא',\n",
       " 42: 'ג  יב',\n",
       " 43: 'ג  יג',\n",
       " 44: 'ג  יד',\n",
       " 45: 'ג  יז',\n",
       " 46: 'ג א',\n",
       " 47: 'ג ב',\n",
       " 48: 'ג ג',\n",
       " 49: 'ג ד',\n",
       " 50: 'ג ה',\n",
       " 51: 'ג ו',\n",
       " 52: 'ג ז',\n",
       " 53: 'ג ח',\n",
       " 54: 'ג ט',\n",
       " 55: 'ג טז',\n",
       " 56: 'ג י',\n",
       " 57: 'ג יא',\n",
       " 58: 'ג יב',\n",
       " 59: 'ג יג',\n",
       " 60: 'ג יד',\n",
       " 61: 'ג יז',\n",
       " 62: 'ד  א',\n",
       " 63: 'ד  ב',\n",
       " 64: 'ד  ג',\n",
       " 65: 'ד  ד',\n",
       " 66: 'ד  ה',\n",
       " 67: 'ד  ו',\n",
       " 68: 'ד  ז',\n",
       " 69: 'ד  ח',\n",
       " 70: 'ד  ט',\n",
       " 71: 'ד  טו',\n",
       " 72: 'ד  טז',\n",
       " 73: 'ד  י',\n",
       " 74: 'ד  יא',\n",
       " 75: 'ד  יב',\n",
       " 76: 'ד  יג',\n",
       " 77: 'ד  יד',\n",
       " 78: 'ד  יז',\n",
       " 79: 'ד  יח',\n",
       " 80: 'ד  יט',\n",
       " 81: 'ד  כ',\n",
       " 82: 'ד  כא',\n",
       " 83: 'ד  כב',\n",
       " 84: 'ד  כג',\n",
       " 85: 'ד א',\n",
       " 86: 'ד ב',\n",
       " 87: 'ד ד',\n",
       " 88: 'ד ז',\n",
       " 89: 'ד ח',\n",
       " 90: 'ד טו',\n",
       " 91: 'ד טז',\n",
       " 92: 'ד י',\n",
       " 93: 'ד יא',\n",
       " 94: 'ד יב',\n",
       " 95: 'ד יג',\n",
       " 96: 'ד יד',\n",
       " 97: 'ד יח',\n",
       " 98: 'ד כא',\n",
       " 99: 'ד כב',\n",
       " 100: 'ד כג',\n",
       " 101: 'ה  א',\n",
       " 102: 'ה א',\n",
       " 103: 'ו  א',\n",
       " 104: 'ו  ב',\n",
       " 105: 'ו  ג',\n",
       " 106: 'ו  ד',\n",
       " 107: 'ו א',\n",
       " 108: 'ו ב',\n",
       " 109: 'ו ג',\n",
       " 110: 'ו ד',\n",
       " 111: 'ז  א',\n",
       " 112: 'ז  ב',\n",
       " 113: 'ז  ג',\n",
       " 114: 'ז  ד',\n",
       " 115: 'ז א',\n",
       " 116: 'ז ב',\n",
       " 117: 'ז ג',\n",
       " 118: 'ח  א',\n",
       " 119: 'ח  ב',\n",
       " 120: 'ח  ג',\n",
       " 121: 'ח  ד',\n",
       " 122: 'ח  ה',\n",
       " 123: 'ח  ו',\n",
       " 124: 'ח  ז',\n",
       " 125: 'ח  ח',\n",
       " 126: 'ח  ט',\n",
       " 127: 'ח  טו',\n",
       " 128: 'ח  טז',\n",
       " 129: 'ח  י',\n",
       " 130: 'ח  יא',\n",
       " 131: 'ח  יב',\n",
       " 132: 'ח  יג',\n",
       " 133: 'ח  יד',\n",
       " 134: 'ח  יז',\n",
       " 135: 'ח א',\n",
       " 136: 'ח ב',\n",
       " 137: 'ח ג',\n",
       " 138: 'ח ד',\n",
       " 139: 'ח ה',\n",
       " 140: 'ח ו',\n",
       " 141: 'ח ז',\n",
       " 142: 'ח ט',\n",
       " 143: 'ח טו',\n",
       " 144: 'ח טז',\n",
       " 145: 'ח י',\n",
       " 146: 'ח יא',\n",
       " 147: 'ח יב',\n",
       " 148: 'ח יג',\n",
       " 149: 'ח יד',\n",
       " 150: 'ח יז',\n",
       " 151: 'ט  א',\n",
       " 152: 'ט  ב',\n",
       " 153: 'ט  ג',\n",
       " 154: 'ט  ד',\n",
       " 155: 'ט  ה',\n",
       " 156: 'ט  ו',\n",
       " 157: 'ט א',\n",
       " 158: 'ט ב',\n",
       " 159: 'ט ג',\n",
       " 160: 'ט ד',\n",
       " 161: 'ט ה',\n",
       " 162: 'ט ו',\n",
       " 163: 'טו  א',\n",
       " 164: 'טו  ב',\n",
       " 165: 'טו  ג',\n",
       " 166: 'טו  ד',\n",
       " 167: 'טו  ה',\n",
       " 168: 'טו  ו',\n",
       " 169: 'טו א',\n",
       " 170: 'טו ב',\n",
       " 171: 'טו ג',\n",
       " 172: 'טו ד',\n",
       " 173: 'טו ה',\n",
       " 174: 'טו ו',\n",
       " 175: 'טז  א',\n",
       " 176: 'טז א',\n",
       " 177: 'י  א',\n",
       " 178: 'י  ב',\n",
       " 179: 'י  ג',\n",
       " 180: 'י  ד',\n",
       " 181: 'י  ה',\n",
       " 182: 'י  ו',\n",
       " 183: 'י  ז',\n",
       " 184: 'י  ח',\n",
       " 185: 'י  ט',\n",
       " 186: 'י  י',\n",
       " 187: 'י  יא',\n",
       " 188: 'י  יב',\n",
       " 189: 'י א',\n",
       " 190: 'י ב',\n",
       " 191: 'י ג',\n",
       " 192: 'י ד',\n",
       " 193: 'י ה',\n",
       " 194: 'י ו',\n",
       " 195: 'י ז',\n",
       " 196: 'י ח',\n",
       " 197: 'י יא',\n",
       " 198: 'י יב',\n",
       " 199: 'יא  א',\n",
       " 200: 'יא  ב',\n",
       " 201: 'יא  ג',\n",
       " 202: 'יא  ד',\n",
       " 203: 'יא  ה',\n",
       " 204: 'יא  ו',\n",
       " 205: 'יא  ז',\n",
       " 206: 'יא  ח',\n",
       " 207: 'יא  ט',\n",
       " 208: 'יא  טו',\n",
       " 209: 'יא  י',\n",
       " 210: 'יא  יא',\n",
       " 211: 'יא  יב',\n",
       " 212: 'יא  יג',\n",
       " 213: 'יא  יד',\n",
       " 214: 'יא א',\n",
       " 215: 'יא ב',\n",
       " 216: 'יא ג',\n",
       " 217: 'יא ד',\n",
       " 218: 'יא ה',\n",
       " 219: 'יא ו',\n",
       " 220: 'יא ז',\n",
       " 221: 'יא ח',\n",
       " 222: 'יא ט',\n",
       " 223: 'יא טו',\n",
       " 224: 'יא י',\n",
       " 225: 'יא יא',\n",
       " 226: 'יא יב',\n",
       " 227: 'יא יג',\n",
       " 228: 'יא יד',\n",
       " 229: 'יב  א',\n",
       " 230: 'יב  ב',\n",
       " 231: 'יב  ג',\n",
       " 232: 'יב א',\n",
       " 233: 'יב ב',\n",
       " 234: 'יב ג',\n",
       " 235: 'יג  א',\n",
       " 236: 'יג  ב',\n",
       " 237: 'יג  ג',\n",
       " 238: 'יג א',\n",
       " 239: 'יג ב',\n",
       " 240: 'יג ג',\n",
       " 241: 'יד  א',\n",
       " 242: 'יד  ב',\n",
       " 243: 'יד  ג',\n",
       " 244: 'יד  ד',\n",
       " 245: 'יד  ה',\n",
       " 246: 'יד א',\n",
       " 247: 'יד ב',\n",
       " 248: 'יד ג',\n",
       " 249: 'יד ד',\n",
       " 250: 'יז  א',\n",
       " 251: 'יז  ב',\n",
       " 252: 'יז  ג',\n",
       " 253: 'יז א',\n",
       " 254: 'יז ב',\n",
       " 255: 'יז ג',\n",
       " 256: 'יח  א',\n",
       " 257: 'יח  ב',\n",
       " 258: 'יח  ג',\n",
       " 259: 'יח א',\n",
       " 260: 'יח ב',\n",
       " 261: 'יח ג',\n",
       " 262: 'יט  א',\n",
       " 263: 'יט  ב',\n",
       " 264: 'יט א',\n",
       " 265: 'יט ב',\n",
       " 266: 'כ  א',\n",
       " 267: 'כ  ב',\n",
       " 268: 'כ א',\n",
       " 269: 'כ ב',\n",
       " 270: 'כא  א',\n",
       " 271: 'כא  ב',\n",
       " 272: 'כא  ג',\n",
       " 273: 'כא  ד',\n",
       " 274: 'כא א',\n",
       " 275: 'כא ג',\n",
       " 276: 'כא ד',\n",
       " 277: 'כב  א',\n",
       " 278: 'כב א',\n",
       " 279: 'כג  א',\n",
       " 280: 'כג  ב',\n",
       " 281: 'כג  ג',\n",
       " 282: 'כג  ד',\n",
       " 283: 'כג א',\n",
       " 284: 'כג ב',\n",
       " 285: 'כג ג',\n",
       " 286: 'כג ד',\n",
       " 287: 'כד  א',\n",
       " 288: 'כד  ב',\n",
       " 289: 'כד  ג',\n",
       " 290: 'כד  ד',\n",
       " 291: 'כד  ה',\n",
       " 292: 'כד  ו',\n",
       " 293: 'כד א',\n",
       " 294: 'כד ב',\n",
       " 295: 'כד ד',\n",
       " 296: 'כד ה',\n",
       " 297: 'כד ו',\n",
       " 298: 'כה  א',\n",
       " 299: 'כה  ב',\n",
       " 300: 'כה  ג',\n",
       " 301: 'כה  ד',\n",
       " 302: 'כה  ה',\n",
       " 303: 'כה  ו',\n",
       " 304: 'כה  ז',\n",
       " 305: 'כה  ח',\n",
       " 306: 'כה  ט',\n",
       " 307: 'כה  י',\n",
       " 308: 'כה  יא',\n",
       " 309: 'כה  יב',\n",
       " 310: 'כה  יג',\n",
       " 311: 'כה א',\n",
       " 312: 'כה ב',\n",
       " 313: 'כה ג',\n",
       " 314: 'כה ה',\n",
       " 315: 'כה ו',\n",
       " 316: 'כה ז',\n",
       " 317: 'כה ח',\n",
       " 318: 'כה ט',\n",
       " 319: 'כה י',\n",
       " 320: 'כה יא',\n",
       " 321: 'כה יב',\n",
       " 322: 'כה יג',\n",
       " 323: 'כו  א',\n",
       " 324: 'כו  ב',\n",
       " 325: 'כו א',\n",
       " 326: 'כז  א',\n",
       " 327: 'כז  ב',\n",
       " 328: 'כז  ג',\n",
       " 329: 'כז  ד',\n",
       " 330: 'כז  ה',\n",
       " 331: 'כז  ו',\n",
       " 332: 'כז  ז',\n",
       " 333: 'כז  ח',\n",
       " 334: 'כז  ט',\n",
       " 335: 'כז  י',\n",
       " 336: 'כז  יא',\n",
       " 337: 'כז א',\n",
       " 338: 'כז ב',\n",
       " 339: 'כז ד',\n",
       " 340: 'כז ה',\n",
       " 341: 'כז ו',\n",
       " 342: 'כז ז',\n",
       " 343: 'כז ח',\n",
       " 344: 'כז ט',\n",
       " 345: 'כז י',\n",
       " 346: 'כז יא',\n",
       " 347: 'כח  א',\n",
       " 348: 'כח  ב',\n",
       " 349: 'כח  ג',\n",
       " 350: 'כח א',\n",
       " 351: 'כח ב',\n",
       " 352: 'כט  א',\n",
       " 353: 'כט א',\n",
       " 354: 'ל  א',\n",
       " 355: 'ל  ב',\n",
       " 356: 'ל  ג',\n",
       " 357: 'ל  ד',\n",
       " 358: 'ל  ה',\n",
       " 359: 'ל א',\n",
       " 360: 'ל ב',\n",
       " 361: 'ל ג',\n",
       " 362: 'ל ד',\n",
       " 363: 'ל ה',\n",
       " 364: 'לא  א',\n",
       " 365: 'לא  ב',\n",
       " 366: 'לא א',\n",
       " 367: 'לא ב',\n",
       " 368: 'לב  א',\n",
       " 369: 'לב  ב',\n",
       " 370: 'לב  ג',\n",
       " 371: 'לב  ד',\n",
       " 372: 'לב  ה',\n",
       " 373: 'לב  ו',\n",
       " 374: 'לב  ז',\n",
       " 375: 'לב  ח',\n",
       " 376: 'לב  ט',\n",
       " 377: 'לב  טו',\n",
       " 378: 'לב  טז',\n",
       " 379: 'לב  י',\n",
       " 380: 'לב  יא',\n",
       " 381: 'לב  יב',\n",
       " 382: 'לב  יג',\n",
       " 383: 'לב  יד',\n",
       " 384: 'לב  יז',\n",
       " 385: 'לב  יח',\n",
       " 386: 'לב  יט',\n",
       " 387: 'לב  כ',\n",
       " 388: 'לב  כא',\n",
       " 389: 'לב  כב',\n",
       " 390: 'לב  כג',\n",
       " 391: 'לב  כד',\n",
       " 392: 'לב  כה',\n",
       " 393: 'לב  כו',\n",
       " 394: 'לב  כז',\n",
       " 395: 'לב  כח',\n",
       " 396: 'לב  כט',\n",
       " 397: 'לב  ל',\n",
       " 398: 'לב  לא',\n",
       " 399: 'לב  לב',\n",
       " 400: 'לב  לג',\n",
       " 401: 'לב  לד',\n",
       " 402: 'לב  לה',\n",
       " 403: 'לב  לו',\n",
       " 404: 'לב  לז',\n",
       " 405: 'לב  לח',\n",
       " 406: 'לב  לט',\n",
       " 407: 'לב  מ',\n",
       " 408: 'לב  מא',\n",
       " 409: 'לב  מב',\n",
       " 410: 'לב  מג',\n",
       " 411: 'לב  מד',\n",
       " 412: 'לב  מה',\n",
       " 413: 'לב  מו',\n",
       " 414: 'לב  מז',\n",
       " 415: 'לב  מח',\n",
       " 416: 'לב  מט',\n",
       " 417: 'לב  נ',\n",
       " 418: 'לב  נא',\n",
       " 419: 'לב  נב',\n",
       " 420: 'לב א',\n",
       " 421: 'לב ב',\n",
       " 422: 'לב ג',\n",
       " 423: 'לב ד',\n",
       " 424: 'לב ה',\n",
       " 425: 'לב ו',\n",
       " 426: 'לב ז',\n",
       " 427: 'לב ח',\n",
       " 428: 'לב ט',\n",
       " 429: 'לב טו',\n",
       " 430: 'לב טז',\n",
       " 431: 'לב י',\n",
       " 432: 'לב יא',\n",
       " 433: 'לב יב',\n",
       " 434: 'לב יג',\n",
       " 435: 'לב יד',\n",
       " 436: 'לב יז',\n",
       " 437: 'לב יח',\n",
       " 438: 'לב יט',\n",
       " 439: 'לב כ',\n",
       " 440: 'לב כג',\n",
       " 441: 'לב כד',\n",
       " 442: 'לב כה',\n",
       " 443: 'לב כז',\n",
       " 444: 'לב כח',\n",
       " 445: 'לב כט',\n",
       " 446: 'לב לא',\n",
       " 447: 'לב לב',\n",
       " 448: 'לב לג',\n",
       " 449: 'לב לה',\n",
       " 450: 'לב לו',\n",
       " 451: 'לב לז',\n",
       " 452: 'לב לח',\n",
       " 453: 'לב לט',\n",
       " 454: 'לב מ',\n",
       " 455: 'לב מא',\n",
       " 456: 'לב מב',\n",
       " 457: 'לב מד',\n",
       " 458: 'לב מה',\n",
       " 459: 'לב מז',\n",
       " 460: 'לב מט',\n",
       " 461: 'לב נ',\n",
       " 462: 'לב נא',\n",
       " 463: 'לב נב',\n",
       " 464: 'לג  א',\n",
       " 465: 'לג  ב',\n",
       " 466: 'לג  ג',\n",
       " 467: 'לג  ד',\n",
       " 468: 'לג  ה',\n",
       " 469: 'לג א',\n",
       " 470: 'לג ג',\n",
       " 471: 'לג ד',\n",
       " 472: 'לג ה',\n",
       " 473: 'לד  א',\n",
       " 474: 'לד  ב',\n",
       " 475: 'לד  ג',\n",
       " 476: 'לד  ד',\n",
       " 477: 'לד א',\n",
       " 478: 'לד ב',\n",
       " 479: 'לד ג',\n",
       " 480: 'לד ד',\n",
       " 481: 'לה  א',\n",
       " 482: 'לה  ד',\n",
       " 483: 'לה א',\n",
       " 484: 'לו  א',\n",
       " 485: 'לו  ב',\n",
       " 486: 'לו  ג',\n",
       " 487: 'לו א',\n",
       " 488: 'לו ב',\n",
       " 489: 'לו ג',\n",
       " 490: 'לז  א',\n",
       " 491: 'לז  ב',\n",
       " 492: 'לז  ג',\n",
       " 493: 'לז א',\n",
       " 494: 'לז ב',\n",
       " 495: 'לז ג',\n",
       " 496: 'לח  א',\n",
       " 497: 'לח  ב',\n",
       " 498: 'לח  ג',\n",
       " 499: 'לח  ד',\n",
       " 500: 'לח  ה',\n",
       " 501: 'לח  ו',\n",
       " 502: 'לח  ז',\n",
       " 503: 'לח  ח',\n",
       " 504: 'לח  ט',\n",
       " 505: 'לח  י',\n",
       " 506: 'לח  יא',\n",
       " 507: 'לח  יב',\n",
       " 508: 'לח  יג',\n",
       " 509: 'לח א',\n",
       " 510: 'לח ב',\n",
       " 511: 'לח ג',\n",
       " 512: 'לח ד',\n",
       " 513: 'לח ה',\n",
       " 514: 'לח ז',\n",
       " 515: 'לח ח',\n",
       " 516: 'לח ט',\n",
       " 517: 'לח י',\n",
       " 518: 'לח יא',\n",
       " 519: 'לח יב',\n",
       " 520: 'לט  א',\n",
       " 521: 'לט  ב',\n",
       " 522: 'לט  ג',\n",
       " 523: 'לט  ד',\n",
       " 524: 'לט  ה',\n",
       " 525: 'לט  ו',\n",
       " 526: 'לט  ז',\n",
       " 527: 'לט  ח',\n",
       " 528: 'לט  ט',\n",
       " 529: 'לט  י',\n",
       " 530: 'לט א',\n",
       " 531: 'לט ב',\n",
       " 532: 'לט ג',\n",
       " 533: 'לט ד',\n",
       " 534: 'לט ו',\n",
       " 535: 'לט ז',\n",
       " 536: 'לט ח',\n",
       " 537: 'לט ט',\n",
       " 538: 'לט י',\n",
       " 539: 'מ  א',\n",
       " 540: 'מ  ב',\n",
       " 541: 'מ  ג',\n",
       " 542: 'מ  ד',\n",
       " 543: 'מ  ה',\n",
       " 544: 'מ  ו',\n",
       " 545: 'מ  ז',\n",
       " 546: 'מ  ח',\n",
       " 547: 'מ א',\n",
       " 548: 'מ ב',\n",
       " 549: 'מ ג',\n",
       " 550: 'מ ד',\n",
       " 551: 'מ ו',\n",
       " 552: 'מ ז',\n",
       " 553: 'מא  א',\n",
       " 554: 'מא א',\n",
       " 555: 'מב  א',\n",
       " 556: 'מב  ב',\n",
       " 557: 'מב  ג',\n",
       " 558: 'מב א',\n",
       " 559: 'מב ג',\n",
       " 560: 'מג  א',\n",
       " 561: 'מג  ב',\n",
       " 562: 'מג  ג',\n",
       " 563: 'מג  ד',\n",
       " 564: 'מג  ה',\n",
       " 565: 'מג  ו',\n",
       " 566: 'מג  ז',\n",
       " 567: 'מג  ח',\n",
       " 568: 'מג  ט',\n",
       " 569: 'מג א',\n",
       " 570: 'מג ב',\n",
       " 571: 'מג ג',\n",
       " 572: 'מג ד',\n",
       " 573: 'מג ה',\n",
       " 574: 'מג ו',\n",
       " 575: 'מג ז',\n",
       " 576: 'מג ח',\n",
       " 577: 'מד  א',\n",
       " 578: 'מד א',\n",
       " 579: 'מה  א',\n",
       " 580: 'מה  ב',\n",
       " 581: 'מה א',\n",
       " 582: 'מה ב',\n",
       " 583: 'מו  א',\n",
       " 584: 'מו  ב',\n",
       " 585: 'מו  ג',\n",
       " 586: 'מו  ד',\n",
       " 587: 'מו  ה',\n",
       " 588: 'מו  ו',\n",
       " 589: 'מו  ז',\n",
       " 590: 'מו  ח',\n",
       " 591: 'מו  ט',\n",
       " 592: 'מו א',\n",
       " 593: 'מו ב',\n",
       " 594: 'מו ג',\n",
       " 595: 'מו ד',\n",
       " 596: 'מו ה',\n",
       " 597: 'מו ו',\n",
       " 598: 'מו ז',\n",
       " 599: 'מו ח',\n",
       " 600: 'מו ט',\n",
       " 601: 'מז  א',\n",
       " 602: 'מז  ב',\n",
       " 603: 'מז  ג',\n",
       " 604: 'מז  ד',\n",
       " 605: 'מז  ה',\n",
       " 606: 'מז  ו',\n",
       " 607: 'מז  ז',\n",
       " 608: 'מז  ח',\n",
       " 609: 'מז  ט',\n",
       " 610: 'מז  י',\n",
       " 611: 'מז  יא',\n",
       " 612: 'מז  יב',\n",
       " 613: 'מז  יג',\n",
       " 614: 'מז  יד',\n",
       " 615: 'מז א',\n",
       " 616: 'מז ג',\n",
       " 617: 'מז ד',\n",
       " 618: 'מז ה',\n",
       " 619: 'מז ו',\n",
       " 620: 'מז ז',\n",
       " 621: 'מז ח',\n",
       " 622: 'מז ט',\n",
       " 623: 'מז י',\n",
       " 624: 'מז יא',\n",
       " 625: 'מז יב',\n",
       " 626: 'מז יג',\n",
       " 627: 'מז יד',\n",
       " 628: 'מח  *',\n",
       " 629: 'מח  א',\n",
       " 630: 'מח  יד',\n",
       " 631: 'מח א',\n",
       " 632: 'מט  א',\n",
       " 633: 'מט א',\n",
       " 634: 'נ  א',\n",
       " 635: 'נ א',\n",
       " 636: 'נא  א',\n",
       " 637: 'נא  ב',\n",
       " 638: 'נא  ג',\n",
       " 639: 'נא  ד',\n",
       " 640: 'נא  ה',\n",
       " 641: 'נא  ו',\n",
       " 642: 'נא  ז',\n",
       " 643: 'נא  ח',\n",
       " 644: 'נא  ט',\n",
       " 645: 'נא א',\n",
       " 646: 'נא ב',\n",
       " 647: 'נא ג',\n",
       " 648: 'נא ד',\n",
       " 649: 'נא ה',\n",
       " 650: 'נא ו',\n",
       " 651: 'נא ז',\n",
       " 652: 'נא ט',\n",
       " 653: 'נב  א',\n",
       " 654: 'נב א',\n",
       " 655: 'נג  א',\n",
       " 656: 'נג  ב',\n",
       " 657: 'נג  ג',\n",
       " 658: 'נג  ד',\n",
       " 659: 'נג  ה',\n",
       " 660: 'נג  ו',\n",
       " 661: 'נג  ז',\n",
       " 662: 'נג  ח',\n",
       " 663: 'נג  ט',\n",
       " 664: 'נג  טו',\n",
       " 665: 'נג  טז',\n",
       " 666: 'נג  י',\n",
       " 667: 'נג  יא',\n",
       " 668: 'נג  יב',\n",
       " 669: 'נג  יג',\n",
       " 670: 'נג  יד',\n",
       " 671: 'נג  יז',\n",
       " 672: 'נג  יח',\n",
       " 673: 'נג  יט',\n",
       " 674: 'נג  כ',\n",
       " 675: 'נג  כא',\n",
       " 676: 'נג  כב',\n",
       " 677: 'נג  כג',\n",
       " 678: 'נג  כד',\n",
       " 679: 'נג  כה',\n",
       " 680: 'נג  כו',\n",
       " 681: 'נג א',\n",
       " 682: 'נג ב',\n",
       " 683: 'נג ג',\n",
       " 684: 'נג ד',\n",
       " 685: 'נג ה',\n",
       " 686: 'נג ו',\n",
       " 687: 'נג ט',\n",
       " 688: 'נג טז',\n",
       " 689: 'נג י',\n",
       " 690: 'נג יא',\n",
       " 691: 'נג יב',\n",
       " 692: 'נג יד',\n",
       " 693: 'נג יח',\n",
       " 694: 'נג יט',\n",
       " 695: 'נג כ',\n",
       " 696: 'נג כא',\n",
       " 697: 'נג כב',\n",
       " 698: 'נג כג',\n",
       " 699: 'נג כה',\n",
       " 700: 'נג כו',\n",
       " 701: 'נד  א',\n",
       " 702: 'נד  ב',\n",
       " 703: 'נד  ג',\n",
       " 704: 'נד א',\n",
       " 705: 'נד ב',\n",
       " 706: 'נד ג',\n",
       " 707: 'נה  א',\n",
       " 708: 'נה  ב',\n",
       " 709: 'נה  ג',\n",
       " 710: 'נה  ד',\n",
       " 711: 'נה  ה',\n",
       " 712: 'נה  ו',\n",
       " 713: 'נה  ז',\n",
       " 714: 'נה  ח',\n",
       " 715: 'נה  ט',\n",
       " 716: 'נה  טו',\n",
       " 717: 'נה  טז',\n",
       " 718: 'נה  י',\n",
       " 719: 'נה  יא',\n",
       " 720: 'נה  יב',\n",
       " 721: 'נה  יג',\n",
       " 722: 'נה  יד',\n",
       " 723: 'נה  יז',\n",
       " 724: 'נה  יח',\n",
       " 725: 'נה  יט',\n",
       " 726: 'נה  כ',\n",
       " 727: 'נה  כא',\n",
       " 728: 'נה  כב',\n",
       " 729: 'נה א',\n",
       " 730: 'נה ב',\n",
       " 731: 'נה ג',\n",
       " 732: 'נה ד',\n",
       " 733: 'נה ה',\n",
       " 734: 'נה ו',\n",
       " 735: 'נה ז',\n",
       " 736: 'נה טז',\n",
       " 737: 'נה י',\n",
       " 738: 'נה יג',\n",
       " 739: 'נה יד',\n",
       " 740: 'נה יט',\n",
       " 741: 'נה כ',\n",
       " 742: 'נה כא',\n",
       " 743: 'נה כב',\n",
       " 744: 'נו  א',\n",
       " 745: 'נו  ב',\n",
       " 746: 'נו  ג',\n",
       " 747: 'נו  ד',\n",
       " 748: 'נו  ה',\n",
       " 749: 'נו א',\n",
       " 750: 'נו ב',\n",
       " 751: 'נו ג',\n",
       " 752: 'נז  א',\n",
       " 753: 'נז  ב',\n",
       " 754: 'נז א',\n",
       " 755: 'נח  א',\n",
       " 756: 'נח  ב',\n",
       " 757: 'נח  ג',\n",
       " 758: 'נח  ד',\n",
       " 759: 'נח  ה',\n",
       " 760: 'נח  ו',\n",
       " 761: 'נח  ז',\n",
       " 762: 'נח א',\n",
       " 763: 'נח ב',\n",
       " 764: 'נח ג',\n",
       " 765: 'נח ד',\n",
       " 766: 'נח ה',\n",
       " 767: 'נח ו',\n",
       " 768: 'נח ז',\n",
       " 769: 'נט  א',\n",
       " 770: 'נט  ב',\n",
       " 771: 'נט  ג',\n",
       " 772: 'נט  ד',\n",
       " 773: 'נט  ה',\n",
       " 774: 'נט א',\n",
       " 775: 'נט ב',\n",
       " 776: 'נט ג',\n",
       " 777: 'נט ד',\n",
       " 778: 'נט ה',\n",
       " 779: 'ס  א',\n",
       " 780: 'ס  ב',\n",
       " 781: 'ס  ג',\n",
       " 782: 'ס  ד',\n",
       " 783: 'ס  ה',\n",
       " 784: 'ס א',\n",
       " 785: 'ס ב',\n",
       " 786: 'ס ג',\n",
       " 787: 'ס ד',\n",
       " 788: 'ס ה',\n",
       " 789: 'סא  א',\n",
       " 790: 'סא  ב',\n",
       " 791: 'סא  ג',\n",
       " 792: 'סא  ד',\n",
       " 793: 'סא  ה',\n",
       " 794: 'סא  ו',\n",
       " 795: 'סא  ז',\n",
       " 796: 'סא  ח',\n",
       " 797: 'סא  ט',\n",
       " 798: 'סא  טו',\n",
       " 799: 'סא  טז',\n",
       " 800: 'סא  י',\n",
       " 801: 'סא  יא',\n",
       " 802: 'סא  יב',\n",
       " 803: 'סא  יג',\n",
       " 804: 'סא  יד',\n",
       " 805: 'סא  יז',\n",
       " 806: 'סא  יח',\n",
       " 807: 'סא  יט',\n",
       " 808: 'סא  כ',\n",
       " 809: 'סא  כא',\n",
       " 810: 'סא  כב',\n",
       " 811: 'סא  כג',\n",
       " 812: 'סא  כד',\n",
       " 813: 'סא  כה',\n",
       " 814: 'סא  כו',\n",
       " 815: 'סא א',\n",
       " 816: 'סא ג',\n",
       " 817: 'סא ה',\n",
       " 818: 'סא ו',\n",
       " 819: 'סא ז',\n",
       " 820: 'סא ט',\n",
       " 821: 'סא י',\n",
       " 822: 'סא יא',\n",
       " 823: 'סא יב',\n",
       " 824: 'סא יג',\n",
       " 825: 'סא יד',\n",
       " 826: 'סא כ',\n",
       " 827: 'סא כא',\n",
       " 828: 'סא כג',\n",
       " 829: 'סא כד',\n",
       " 830: 'סא כה',\n",
       " 831: 'סא כו',\n",
       " 832: 'סב  א',\n",
       " 833: 'סב  ב',\n",
       " 834: 'סב  ג',\n",
       " 835: 'סב  ד',\n",
       " 836: 'סב  ה',\n",
       " 837: 'סב א',\n",
       " 838: 'סב ב',\n",
       " 839: 'סב ד',\n",
       " 840: 'סב ה',\n",
       " 841: 'סג  א',\n",
       " 842: 'סג  ב',\n",
       " 843: 'סג  ג',\n",
       " 844: 'סג  ד',\n",
       " 845: 'סג  ה',\n",
       " 846: 'סג  ו',\n",
       " 847: 'סג  ז',\n",
       " 848: 'סג  ח',\n",
       " 849: 'סג  ט',\n",
       " 850: 'סג א',\n",
       " 851: 'סג ב',\n",
       " 852: 'סג ג',\n",
       " 853: 'סג ד',\n",
       " 854: 'סג ה',\n",
       " 855: 'סג ו',\n",
       " 856: 'סד  א',\n",
       " 857: 'סד  ב',\n",
       " 858: 'סד  ג',\n",
       " 859: 'סד  ד',\n",
       " 860: 'סד ב',\n",
       " 861: 'סד ד',\n",
       " 862: 'סה  א',\n",
       " 863: 'סה  ב',\n",
       " 864: 'סה  ג',\n",
       " 865: 'סה א',\n",
       " 866: 'סה ב',\n",
       " 867: 'סו  א',\n",
       " 868: 'סו  ב',\n",
       " 869: 'סו  ג',\n",
       " 870: 'סו  ד',\n",
       " 871: 'סו  ה',\n",
       " 872: 'סו  ו',\n",
       " 873: 'סו  ז',\n",
       " 874: 'סו  ח',\n",
       " 875: 'סו  ט',\n",
       " 876: 'סו  י',\n",
       " 877: 'סו א',\n",
       " 878: 'סו ב',\n",
       " 879: 'סו ג',\n",
       " 880: 'סו ד',\n",
       " 881: 'סו ה',\n",
       " 882: 'סו ז',\n",
       " 883: 'סו ח',\n",
       " 884: 'סו י',\n",
       " 885: 'סז  א',\n",
       " 886: 'סז א',\n",
       " 887: 'סח  א',\n",
       " 888: 'סח א',\n",
       " 889: 'סט  א',\n",
       " 890: 'סט  ב',\n",
       " 891: 'סט א',\n",
       " 892: 'סט ב',\n",
       " 893: 'ע  א',\n",
       " 894: 'ע  ב',\n",
       " 895: 'ע  ג',\n",
       " 896: 'ע  ד',\n",
       " 897: 'ע  ה',\n",
       " 898: 'ע א',\n",
       " 899: 'ע ג',\n",
       " 900: 'ע ד',\n",
       " 901: 'ע ה',\n",
       " 902: 'עא  א',\n",
       " 903: 'עא  ב',\n",
       " 904: 'עא  ג',\n",
       " 905: 'עא  ד',\n",
       " 906: 'עא  ה',\n",
       " 907: 'עא  ו',\n",
       " 908: 'עא  ז',\n",
       " 909: 'עא א',\n",
       " 910: 'עא ב',\n",
       " 911: 'עא ז',\n",
       " 912: 'עב  א',\n",
       " 913: 'עב  ב',\n",
       " 914: 'עב  ג',\n",
       " 915: 'עב  ד',\n",
       " 916: 'עב  ה',\n",
       " 917: 'עב א',\n",
       " 918: 'עב ב',\n",
       " 919: 'עב ג',\n",
       " 920: 'עב ד',\n",
       " 921: 'עב ה',\n",
       " 922: 'עג  א',\n",
       " 923: 'עג  ב',\n",
       " 924: 'עג  ג',\n",
       " 925: 'עג  ד',\n",
       " 926: 'עג א',\n",
       " 927: 'עג ב',\n",
       " 928: 'עג ג',\n",
       " 929: 'עג ד',\n",
       " 930: 'עד  א',\n",
       " 931: 'עד  ב',\n",
       " 932: 'עד  ג',\n",
       " 933: 'עד  ד',\n",
       " 934: 'עד  ה',\n",
       " 935: 'עד  ו',\n",
       " 936: 'עד א',\n",
       " 937: 'עד ב',\n",
       " 938: 'עד ג',\n",
       " 939: 'עד ד',\n",
       " 940: 'עד ה',\n",
       " 941: 'עד ו',\n",
       " 942: 'עה  א',\n",
       " 943: 'עה  ב',\n",
       " 944: 'עה  ג',\n",
       " 945: 'עה  ד',\n",
       " 946: 'עה  ה',\n",
       " 947: 'עה  ו',\n",
       " 948: 'עה א',\n",
       " 949: 'עה ב',\n",
       " 950: 'עה ג',\n",
       " 951: 'עה ד',\n",
       " 952: 'עה ו',\n",
       " 953: 'עו  א',\n",
       " 954: 'עו  ב',\n",
       " 955: 'עו  ג',\n",
       " 956: 'עו  ד',\n",
       " 957: 'עו  ה',\n",
       " 958: 'עו  ו',\n",
       " 959: 'עו  ז',\n",
       " 960: 'עו  ח',\n",
       " 961: 'עו ב',\n",
       " 962: 'עו ג',\n",
       " 963: 'עו ד',\n",
       " 964: 'עו ה',\n",
       " 965: 'עו ו',\n",
       " 966: 'עו ז',\n",
       " 967: 'עו ח',\n",
       " 968: 'עז  א',\n",
       " 969: 'עז  ב',\n",
       " 970: 'עז ב',\n",
       " 971: 'עח  א',\n",
       " 972: 'עח א',\n",
       " 973: 'עט  א',\n",
       " 974: 'עט  ב',\n",
       " 975: 'עט  ג',\n",
       " 976: 'עט  ד',\n",
       " 977: 'עט  ה',\n",
       " 978: 'עט  ו',\n",
       " 979: 'עט  ז',\n",
       " 980: 'עט  ח',\n",
       " 981: 'עט  ט',\n",
       " 982: 'עט א',\n",
       " 983: 'עט ב',\n",
       " 984: 'עט ג',\n",
       " 985: 'עט ה',\n",
       " 986: 'עט ו',\n",
       " 987: 'עט ז',\n",
       " 988: 'עט ט',\n",
       " 989: 'פ  א',\n",
       " 990: 'פ א',\n",
       " 991: 'פא  א',\n",
       " 992: 'פא  ב',\n",
       " 993: 'פא א',\n",
       " 994: 'פא ב',\n",
       " 995: 'פב  א',\n",
       " 996: 'פב  ב',\n",
       " 997: 'פב א',\n",
       " 998: 'פב ב',\n",
       " 999: 'פג  א',\n",
       " ...}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id2label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.453902Z",
     "iopub.status.busy": "2023-12-05T04:05:00.453663Z",
     "iopub.status.idle": "2023-12-05T04:05:00.479898Z",
     "shell.execute_reply": "2023-12-05T04:05:00.478975Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.453877Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'א  א': 0,\n",
       " 'א  ב': 1,\n",
       " 'א  ג': 2,\n",
       " 'א  ד': 3,\n",
       " 'א  ה': 4,\n",
       " 'א  ו': 5,\n",
       " 'א  ז': 6,\n",
       " 'א  ח': 7,\n",
       " 'א  ט': 8,\n",
       " 'א א': 9,\n",
       " 'א ב': 10,\n",
       " 'א ג': 11,\n",
       " 'א ד': 12,\n",
       " 'א ה': 13,\n",
       " 'א ו': 14,\n",
       " 'א ז': 15,\n",
       " 'א ח': 16,\n",
       " 'א ט': 17,\n",
       " 'ב  א': 18,\n",
       " 'ב  ב': 19,\n",
       " 'ב  ג': 20,\n",
       " 'ב  ד': 21,\n",
       " 'ב  ה': 22,\n",
       " 'ב  ו': 23,\n",
       " 'ב א': 24,\n",
       " 'ב ב': 25,\n",
       " 'ב ג': 26,\n",
       " 'ב ד': 27,\n",
       " 'ב ו': 28,\n",
       " 'ג  א': 29,\n",
       " 'ג  ב': 30,\n",
       " 'ג  ג': 31,\n",
       " 'ג  ד': 32,\n",
       " 'ג  ה': 33,\n",
       " 'ג  ו': 34,\n",
       " 'ג  ז': 35,\n",
       " 'ג  ח': 36,\n",
       " 'ג  ט': 37,\n",
       " 'ג  טו': 38,\n",
       " 'ג  טז': 39,\n",
       " 'ג  י': 40,\n",
       " 'ג  יא': 41,\n",
       " 'ג  יב': 42,\n",
       " 'ג  יג': 43,\n",
       " 'ג  יד': 44,\n",
       " 'ג  יז': 45,\n",
       " 'ג א': 46,\n",
       " 'ג ב': 47,\n",
       " 'ג ג': 48,\n",
       " 'ג ד': 49,\n",
       " 'ג ה': 50,\n",
       " 'ג ו': 51,\n",
       " 'ג ז': 52,\n",
       " 'ג ח': 53,\n",
       " 'ג ט': 54,\n",
       " 'ג טז': 55,\n",
       " 'ג י': 56,\n",
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       " 'ג יב': 58,\n",
       " 'ג יג': 59,\n",
       " 'ג יד': 60,\n",
       " 'ג יז': 61,\n",
       " 'ד  א': 62,\n",
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       " 'ד  ג': 64,\n",
       " 'ד  ד': 65,\n",
       " 'ד  ה': 66,\n",
       " 'ד  ו': 67,\n",
       " 'ד  ז': 68,\n",
       " 'ד  ח': 69,\n",
       " 'ד  ט': 70,\n",
       " 'ד  טו': 71,\n",
       " 'ד  טז': 72,\n",
       " 'ד  י': 73,\n",
       " 'ד  יא': 74,\n",
       " 'ד  יב': 75,\n",
       " 'ד  יג': 76,\n",
       " 'ד  יד': 77,\n",
       " 'ד  יז': 78,\n",
       " 'ד  יח': 79,\n",
       " 'ד  יט': 80,\n",
       " 'ד  כ': 81,\n",
       " 'ד  כא': 82,\n",
       " 'ד  כב': 83,\n",
       " 'ד  כג': 84,\n",
       " 'ד א': 85,\n",
       " 'ד ב': 86,\n",
       " 'ד ד': 87,\n",
       " 'ד ז': 88,\n",
       " 'ד ח': 89,\n",
       " 'ד טו': 90,\n",
       " 'ד טז': 91,\n",
       " 'ד י': 92,\n",
       " 'ד יא': 93,\n",
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       " 'ה  א': 101,\n",
       " 'ה א': 102,\n",
       " 'ו  א': 103,\n",
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       " 'ו א': 107,\n",
       " 'ו ב': 108,\n",
       " 'ו ג': 109,\n",
       " 'ו ד': 110,\n",
       " 'ז  א': 111,\n",
       " 'ז  ב': 112,\n",
       " 'ז  ג': 113,\n",
       " 'ז  ד': 114,\n",
       " 'ז א': 115,\n",
       " 'ז ב': 116,\n",
       " 'ז ג': 117,\n",
       " 'ח  א': 118,\n",
       " 'ח  ב': 119,\n",
       " 'ח  ג': 120,\n",
       " 'ח  ד': 121,\n",
       " 'ח  ה': 122,\n",
       " 'ח  ו': 123,\n",
       " 'ח  ז': 124,\n",
       " 'ח  ח': 125,\n",
       " 'ח  ט': 126,\n",
       " 'ח  טו': 127,\n",
       " 'ח  טז': 128,\n",
       " 'ח  י': 129,\n",
       " 'ח  יא': 130,\n",
       " 'ח  יב': 131,\n",
       " 'ח  יג': 132,\n",
       " 'ח  יד': 133,\n",
       " 'ח  יז': 134,\n",
       " 'ח א': 135,\n",
       " 'ח ב': 136,\n",
       " 'ח ג': 137,\n",
       " 'ח ד': 138,\n",
       " 'ח ה': 139,\n",
       " 'ח ו': 140,\n",
       " 'ח ז': 141,\n",
       " 'ח ט': 142,\n",
       " 'ח טו': 143,\n",
       " 'ח טז': 144,\n",
       " 'ח י': 145,\n",
       " 'ח יא': 146,\n",
       " 'ח יב': 147,\n",
       " 'ח יג': 148,\n",
       " 'ח יד': 149,\n",
       " 'ח יז': 150,\n",
       " 'ט  א': 151,\n",
       " 'ט  ב': 152,\n",
       " 'ט  ג': 153,\n",
       " 'ט  ד': 154,\n",
       " 'ט  ה': 155,\n",
       " 'ט  ו': 156,\n",
       " 'ט א': 157,\n",
       " 'ט ב': 158,\n",
       " 'ט ג': 159,\n",
       " 'ט ד': 160,\n",
       " 'ט ה': 161,\n",
       " 'ט ו': 162,\n",
       " 'טו  א': 163,\n",
       " 'טו  ב': 164,\n",
       " 'טו  ג': 165,\n",
       " 'טו  ד': 166,\n",
       " 'טו  ה': 167,\n",
       " 'טו  ו': 168,\n",
       " 'טו א': 169,\n",
       " 'טו ב': 170,\n",
       " 'טו ג': 171,\n",
       " 'טו ד': 172,\n",
       " 'טו ה': 173,\n",
       " 'טו ו': 174,\n",
       " 'טז  א': 175,\n",
       " 'טז א': 176,\n",
       " 'י  א': 177,\n",
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       " 'י  ג': 179,\n",
       " 'י  ד': 180,\n",
       " 'י  ה': 181,\n",
       " 'י  ו': 182,\n",
       " 'י  ז': 183,\n",
       " 'י  ח': 184,\n",
       " 'י  ט': 185,\n",
       " 'י  י': 186,\n",
       " 'י  יא': 187,\n",
       " 'י  יב': 188,\n",
       " 'י א': 189,\n",
       " 'י ב': 190,\n",
       " 'י ג': 191,\n",
       " 'י ד': 192,\n",
       " 'י ה': 193,\n",
       " 'י ו': 194,\n",
       " 'י ז': 195,\n",
       " 'י ח': 196,\n",
       " 'י יא': 197,\n",
       " 'י יב': 198,\n",
       " 'יא  א': 199,\n",
       " 'יא  ב': 200,\n",
       " 'יא  ג': 201,\n",
       " 'יא  ד': 202,\n",
       " 'יא  ה': 203,\n",
       " 'יא  ו': 204,\n",
       " 'יא  ז': 205,\n",
       " 'יא  ח': 206,\n",
       " 'יא  ט': 207,\n",
       " 'יא  טו': 208,\n",
       " 'יא  י': 209,\n",
       " 'יא  יא': 210,\n",
       " 'יא  יב': 211,\n",
       " 'יא  יג': 212,\n",
       " 'יא  יד': 213,\n",
       " 'יא א': 214,\n",
       " 'יא ב': 215,\n",
       " 'יא ג': 216,\n",
       " 'יא ד': 217,\n",
       " 'יא ה': 218,\n",
       " 'יא ו': 219,\n",
       " 'יא ז': 220,\n",
       " 'יא ח': 221,\n",
       " 'יא ט': 222,\n",
       " 'יא טו': 223,\n",
       " 'יא י': 224,\n",
       " 'יא יא': 225,\n",
       " 'יא יב': 226,\n",
       " 'יא יג': 227,\n",
       " 'יא יד': 228,\n",
       " 'יב  א': 229,\n",
       " 'יב  ב': 230,\n",
       " 'יב  ג': 231,\n",
       " 'יב א': 232,\n",
       " 'יב ב': 233,\n",
       " 'יב ג': 234,\n",
       " 'יג  א': 235,\n",
       " 'יג  ב': 236,\n",
       " 'יג  ג': 237,\n",
       " 'יג א': 238,\n",
       " 'יג ב': 239,\n",
       " 'יג ג': 240,\n",
       " 'יד  א': 241,\n",
       " 'יד  ב': 242,\n",
       " 'יד  ג': 243,\n",
       " 'יד  ד': 244,\n",
       " 'יד  ה': 245,\n",
       " 'יד א': 246,\n",
       " 'יד ב': 247,\n",
       " 'יד ג': 248,\n",
       " 'יד ד': 249,\n",
       " 'יז  א': 250,\n",
       " 'יז  ב': 251,\n",
       " 'יז  ג': 252,\n",
       " 'יז א': 253,\n",
       " 'יז ב': 254,\n",
       " 'יז ג': 255,\n",
       " 'יח  א': 256,\n",
       " 'יח  ב': 257,\n",
       " 'יח  ג': 258,\n",
       " 'יח א': 259,\n",
       " 'יח ב': 260,\n",
       " 'יח ג': 261,\n",
       " 'יט  א': 262,\n",
       " 'יט  ב': 263,\n",
       " 'יט א': 264,\n",
       " 'יט ב': 265,\n",
       " 'כ  א': 266,\n",
       " 'כ  ב': 267,\n",
       " 'כ א': 268,\n",
       " 'כ ב': 269,\n",
       " 'כא  א': 270,\n",
       " 'כא  ב': 271,\n",
       " 'כא  ג': 272,\n",
       " 'כא  ד': 273,\n",
       " 'כא א': 274,\n",
       " 'כא ג': 275,\n",
       " 'כא ד': 276,\n",
       " 'כב  א': 277,\n",
       " 'כב א': 278,\n",
       " 'כג  א': 279,\n",
       " 'כג  ב': 280,\n",
       " 'כג  ג': 281,\n",
       " 'כג  ד': 282,\n",
       " 'כג א': 283,\n",
       " 'כג ב': 284,\n",
       " 'כג ג': 285,\n",
       " 'כג ד': 286,\n",
       " 'כד  א': 287,\n",
       " 'כד  ב': 288,\n",
       " 'כד  ג': 289,\n",
       " 'כד  ד': 290,\n",
       " 'כד  ה': 291,\n",
       " 'כד  ו': 292,\n",
       " 'כד א': 293,\n",
       " 'כד ב': 294,\n",
       " 'כד ד': 295,\n",
       " 'כד ה': 296,\n",
       " 'כד ו': 297,\n",
       " 'כה  א': 298,\n",
       " 'כה  ב': 299,\n",
       " 'כה  ג': 300,\n",
       " 'כה  ד': 301,\n",
       " 'כה  ה': 302,\n",
       " 'כה  ו': 303,\n",
       " 'כה  ז': 304,\n",
       " 'כה  ח': 305,\n",
       " 'כה  ט': 306,\n",
       " 'כה  י': 307,\n",
       " 'כה  יא': 308,\n",
       " 'כה  יב': 309,\n",
       " 'כה  יג': 310,\n",
       " 'כה א': 311,\n",
       " 'כה ב': 312,\n",
       " 'כה ג': 313,\n",
       " 'כה ה': 314,\n",
       " 'כה ו': 315,\n",
       " 'כה ז': 316,\n",
       " 'כה ח': 317,\n",
       " 'כה ט': 318,\n",
       " 'כה י': 319,\n",
       " 'כה יא': 320,\n",
       " 'כה יב': 321,\n",
       " 'כה יג': 322,\n",
       " 'כו  א': 323,\n",
       " 'כו  ב': 324,\n",
       " 'כו א': 325,\n",
       " 'כז  א': 326,\n",
       " 'כז  ב': 327,\n",
       " 'כז  ג': 328,\n",
       " 'כז  ד': 329,\n",
       " 'כז  ה': 330,\n",
       " 'כז  ו': 331,\n",
       " 'כז  ז': 332,\n",
       " 'כז  ח': 333,\n",
       " 'כז  ט': 334,\n",
       " 'כז  י': 335,\n",
       " 'כז  יא': 336,\n",
       " 'כז א': 337,\n",
       " 'כז ב': 338,\n",
       " 'כז ד': 339,\n",
       " 'כז ה': 340,\n",
       " 'כז ו': 341,\n",
       " 'כז ז': 342,\n",
       " 'כז ח': 343,\n",
       " 'כז ט': 344,\n",
       " 'כז י': 345,\n",
       " 'כז יא': 346,\n",
       " 'כח  א': 347,\n",
       " 'כח  ב': 348,\n",
       " 'כח  ג': 349,\n",
       " 'כח א': 350,\n",
       " 'כח ב': 351,\n",
       " 'כט  א': 352,\n",
       " 'כט א': 353,\n",
       " 'ל  א': 354,\n",
       " 'ל  ב': 355,\n",
       " 'ל  ג': 356,\n",
       " 'ל  ד': 357,\n",
       " 'ל  ה': 358,\n",
       " 'ל א': 359,\n",
       " 'ל ב': 360,\n",
       " 'ל ג': 361,\n",
       " 'ל ד': 362,\n",
       " 'ל ה': 363,\n",
       " 'לא  א': 364,\n",
       " 'לא  ב': 365,\n",
       " 'לא א': 366,\n",
       " 'לא ב': 367,\n",
       " 'לב  א': 368,\n",
       " 'לב  ב': 369,\n",
       " 'לב  ג': 370,\n",
       " 'לב  ד': 371,\n",
       " 'לב  ה': 372,\n",
       " 'לב  ו': 373,\n",
       " 'לב  ז': 374,\n",
       " 'לב  ח': 375,\n",
       " 'לב  ט': 376,\n",
       " 'לב  טו': 377,\n",
       " 'לב  טז': 378,\n",
       " 'לב  י': 379,\n",
       " 'לב  יא': 380,\n",
       " 'לב  יב': 381,\n",
       " 'לב  יג': 382,\n",
       " 'לב  יד': 383,\n",
       " 'לב  יז': 384,\n",
       " 'לב  יח': 385,\n",
       " 'לב  יט': 386,\n",
       " 'לב  כ': 387,\n",
       " 'לב  כא': 388,\n",
       " 'לב  כב': 389,\n",
       " 'לב  כג': 390,\n",
       " 'לב  כד': 391,\n",
       " 'לב  כה': 392,\n",
       " 'לב  כו': 393,\n",
       " 'לב  כז': 394,\n",
       " 'לב  כח': 395,\n",
       " 'לב  כט': 396,\n",
       " 'לב  ל': 397,\n",
       " 'לב  לא': 398,\n",
       " 'לב  לב': 399,\n",
       " 'לב  לג': 400,\n",
       " 'לב  לד': 401,\n",
       " 'לב  לה': 402,\n",
       " 'לב  לו': 403,\n",
       " 'לב  לז': 404,\n",
       " 'לב  לח': 405,\n",
       " 'לב  לט': 406,\n",
       " 'לב  מ': 407,\n",
       " 'לב  מא': 408,\n",
       " 'לב  מב': 409,\n",
       " 'לב  מג': 410,\n",
       " 'לב  מד': 411,\n",
       " 'לב  מה': 412,\n",
       " 'לב  מו': 413,\n",
       " 'לב  מז': 414,\n",
       " 'לב  מח': 415,\n",
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       " 'לב  נ': 417,\n",
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       " 'לב ט': 428,\n",
       " 'לב טו': 429,\n",
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       " 'לב יא': 432,\n",
       " 'לב יב': 433,\n",
       " 'לב יג': 434,\n",
       " 'לב יד': 435,\n",
       " 'לב יז': 436,\n",
       " 'לב יח': 437,\n",
       " 'לב יט': 438,\n",
       " 'לב כ': 439,\n",
       " 'לב כג': 440,\n",
       " 'לב כד': 441,\n",
       " 'לב כה': 442,\n",
       " 'לב כז': 443,\n",
       " 'לב כח': 444,\n",
       " 'לב כט': 445,\n",
       " 'לב לא': 446,\n",
       " 'לב לב': 447,\n",
       " 'לב לג': 448,\n",
       " 'לב לה': 449,\n",
       " 'לב לו': 450,\n",
       " 'לב לז': 451,\n",
       " 'לב לח': 452,\n",
       " 'לב לט': 453,\n",
       " 'לב מ': 454,\n",
       " 'לב מא': 455,\n",
       " 'לב מב': 456,\n",
       " 'לב מד': 457,\n",
       " 'לב מה': 458,\n",
       " 'לב מז': 459,\n",
       " 'לב מט': 460,\n",
       " 'לב נ': 461,\n",
       " 'לב נא': 462,\n",
       " 'לב נב': 463,\n",
       " 'לג  א': 464,\n",
       " 'לג  ב': 465,\n",
       " 'לג  ג': 466,\n",
       " 'לג  ד': 467,\n",
       " 'לג  ה': 468,\n",
       " 'לג א': 469,\n",
       " 'לג ג': 470,\n",
       " 'לג ד': 471,\n",
       " 'לג ה': 472,\n",
       " 'לד  א': 473,\n",
       " 'לד  ב': 474,\n",
       " 'לד  ג': 475,\n",
       " 'לד  ד': 476,\n",
       " 'לד א': 477,\n",
       " 'לד ב': 478,\n",
       " 'לד ג': 479,\n",
       " 'לד ד': 480,\n",
       " 'לה  א': 481,\n",
       " 'לה  ד': 482,\n",
       " 'לה א': 483,\n",
       " 'לו  א': 484,\n",
       " 'לו  ב': 485,\n",
       " 'לו  ג': 486,\n",
       " 'לו א': 487,\n",
       " 'לו ב': 488,\n",
       " 'לו ג': 489,\n",
       " 'לז  א': 490,\n",
       " 'לז  ב': 491,\n",
       " 'לז  ג': 492,\n",
       " 'לז א': 493,\n",
       " 'לז ב': 494,\n",
       " 'לז ג': 495,\n",
       " 'לח  א': 496,\n",
       " 'לח  ב': 497,\n",
       " 'לח  ג': 498,\n",
       " 'לח  ד': 499,\n",
       " 'לח  ה': 500,\n",
       " 'לח  ו': 501,\n",
       " 'לח  ז': 502,\n",
       " 'לח  ח': 503,\n",
       " 'לח  ט': 504,\n",
       " 'לח  י': 505,\n",
       " 'לח  יא': 506,\n",
       " 'לח  יב': 507,\n",
       " 'לח  יג': 508,\n",
       " 'לח א': 509,\n",
       " 'לח ב': 510,\n",
       " 'לח ג': 511,\n",
       " 'לח ד': 512,\n",
       " 'לח ה': 513,\n",
       " 'לח ז': 514,\n",
       " 'לח ח': 515,\n",
       " 'לח ט': 516,\n",
       " 'לח י': 517,\n",
       " 'לח יא': 518,\n",
       " 'לח יב': 519,\n",
       " 'לט  א': 520,\n",
       " 'לט  ב': 521,\n",
       " 'לט  ג': 522,\n",
       " 'לט  ד': 523,\n",
       " 'לט  ה': 524,\n",
       " 'לט  ו': 525,\n",
       " 'לט  ז': 526,\n",
       " 'לט  ח': 527,\n",
       " 'לט  ט': 528,\n",
       " 'לט  י': 529,\n",
       " 'לט א': 530,\n",
       " 'לט ב': 531,\n",
       " 'לט ג': 532,\n",
       " 'לט ד': 533,\n",
       " 'לט ו': 534,\n",
       " 'לט ז': 535,\n",
       " 'לט ח': 536,\n",
       " 'לט ט': 537,\n",
       " 'לט י': 538,\n",
       " 'מ  א': 539,\n",
       " 'מ  ב': 540,\n",
       " 'מ  ג': 541,\n",
       " 'מ  ד': 542,\n",
       " 'מ  ה': 543,\n",
       " 'מ  ו': 544,\n",
       " 'מ  ז': 545,\n",
       " 'מ  ח': 546,\n",
       " 'מ א': 547,\n",
       " 'מ ב': 548,\n",
       " 'מ ג': 549,\n",
       " 'מ ד': 550,\n",
       " 'מ ו': 551,\n",
       " 'מ ז': 552,\n",
       " 'מא  א': 553,\n",
       " 'מא א': 554,\n",
       " 'מב  א': 555,\n",
       " 'מב  ב': 556,\n",
       " 'מב  ג': 557,\n",
       " 'מב א': 558,\n",
       " 'מב ג': 559,\n",
       " 'מג  א': 560,\n",
       " 'מג  ב': 561,\n",
       " 'מג  ג': 562,\n",
       " 'מג  ד': 563,\n",
       " 'מג  ה': 564,\n",
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       " 'מג  ח': 567,\n",
       " 'מג  ט': 568,\n",
       " 'מג א': 569,\n",
       " 'מג ב': 570,\n",
       " 'מג ג': 571,\n",
       " 'מג ד': 572,\n",
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       " 'מג ו': 574,\n",
       " 'מג ז': 575,\n",
       " 'מג ח': 576,\n",
       " 'מד  א': 577,\n",
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       " 'מה  א': 579,\n",
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       " 'מו  ג': 585,\n",
       " 'מו  ד': 586,\n",
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       " 'מו  ו': 588,\n",
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       " 'מו  ט': 591,\n",
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       " 'מו ג': 594,\n",
       " 'מו ד': 595,\n",
       " 'מו ה': 596,\n",
       " 'מו ו': 597,\n",
       " 'מו ז': 598,\n",
       " 'מו ח': 599,\n",
       " 'מו ט': 600,\n",
       " 'מז  א': 601,\n",
       " 'מז  ב': 602,\n",
       " 'מז  ג': 603,\n",
       " 'מז  ד': 604,\n",
       " 'מז  ה': 605,\n",
       " 'מז  ו': 606,\n",
       " 'מז  ז': 607,\n",
       " 'מז  ח': 608,\n",
       " 'מז  ט': 609,\n",
       " 'מז  י': 610,\n",
       " 'מז  יא': 611,\n",
       " 'מז  יב': 612,\n",
       " 'מז  יג': 613,\n",
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       " 'מז יא': 624,\n",
       " 'מז יב': 625,\n",
       " 'מז יג': 626,\n",
       " 'מז יד': 627,\n",
       " 'מח  *': 628,\n",
       " 'מח  א': 629,\n",
       " 'מח  יד': 630,\n",
       " 'מח א': 631,\n",
       " 'מט  א': 632,\n",
       " 'מט א': 633,\n",
       " 'נ  א': 634,\n",
       " 'נ א': 635,\n",
       " 'נא  א': 636,\n",
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       " 'נא ו': 650,\n",
       " 'נא ז': 651,\n",
       " 'נא ט': 652,\n",
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       " 'נב א': 654,\n",
       " 'נג  א': 655,\n",
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       " 'נג  ג': 657,\n",
       " 'נג  ד': 658,\n",
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       " 'נג  ו': 660,\n",
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       " 'נג  ח': 662,\n",
       " 'נג  ט': 663,\n",
       " 'נג  טו': 664,\n",
       " 'נג  טז': 665,\n",
       " 'נג  י': 666,\n",
       " 'נג  יא': 667,\n",
       " 'נג  יב': 668,\n",
       " 'נג  יג': 669,\n",
       " 'נג  יד': 670,\n",
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       " 'נג  כב': 676,\n",
       " 'נג  כג': 677,\n",
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       " 'נג יד': 692,\n",
       " 'נג יח': 693,\n",
       " 'נג יט': 694,\n",
       " 'נג כ': 695,\n",
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       " 'נג כב': 697,\n",
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       " 'נג כה': 699,\n",
       " 'נג כו': 700,\n",
       " 'נד  א': 701,\n",
       " 'נד  ב': 702,\n",
       " 'נד  ג': 703,\n",
       " 'נד א': 704,\n",
       " 'נד ב': 705,\n",
       " 'נד ג': 706,\n",
       " 'נה  א': 707,\n",
       " 'נה  ב': 708,\n",
       " 'נה  ג': 709,\n",
       " 'נה  ד': 710,\n",
       " 'נה  ה': 711,\n",
       " 'נה  ו': 712,\n",
       " 'נה  ז': 713,\n",
       " 'נה  ח': 714,\n",
       " 'נה  ט': 715,\n",
       " 'נה  טו': 716,\n",
       " 'נה  טז': 717,\n",
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       " 'נה  יב': 720,\n",
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       " 'נה  יט': 725,\n",
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       " 'נה  כא': 727,\n",
       " 'נה  כב': 728,\n",
       " 'נה א': 729,\n",
       " 'נה ב': 730,\n",
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       " 'נה ד': 732,\n",
       " 'נה ה': 733,\n",
       " 'נה ו': 734,\n",
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       " 'נה י': 737,\n",
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       " 'נח  ד': 758,\n",
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       " 'נח  ו': 760,\n",
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       " 'נט  ג': 771,\n",
       " 'נט  ד': 772,\n",
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       " 'ס  ג': 781,\n",
       " 'ס  ד': 782,\n",
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       " 'ס א': 784,\n",
       " 'ס ב': 785,\n",
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       " 'סא  י': 800,\n",
       " 'סא  יא': 801,\n",
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       " 'סא  יג': 803,\n",
       " 'סא  יד': 804,\n",
       " 'סא  יז': 805,\n",
       " 'סא  יח': 806,\n",
       " 'סא  יט': 807,\n",
       " 'סא  כ': 808,\n",
       " 'סא  כא': 809,\n",
       " 'סא  כב': 810,\n",
       " 'סא  כג': 811,\n",
       " 'סא  כד': 812,\n",
       " 'סא  כה': 813,\n",
       " 'סא  כו': 814,\n",
       " 'סא א': 815,\n",
       " 'סא ג': 816,\n",
       " 'סא ה': 817,\n",
       " 'סא ו': 818,\n",
       " 'סא ז': 819,\n",
       " 'סא ט': 820,\n",
       " 'סא י': 821,\n",
       " 'סא יא': 822,\n",
       " 'סא יב': 823,\n",
       " 'סא יג': 824,\n",
       " 'סא יד': 825,\n",
       " 'סא כ': 826,\n",
       " 'סא כא': 827,\n",
       " 'סא כג': 828,\n",
       " 'סא כד': 829,\n",
       " 'סא כה': 830,\n",
       " 'סא כו': 831,\n",
       " 'סב  א': 832,\n",
       " 'סב  ב': 833,\n",
       " 'סב  ג': 834,\n",
       " 'סב  ד': 835,\n",
       " 'סב  ה': 836,\n",
       " 'סב א': 837,\n",
       " 'סב ב': 838,\n",
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       " 'סג  א': 841,\n",
       " 'סג  ב': 842,\n",
       " 'סג  ג': 843,\n",
       " 'סג  ד': 844,\n",
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       " 'סג  ז': 847,\n",
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       " 'סג א': 850,\n",
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       " 'סג ג': 852,\n",
       " 'סג ד': 853,\n",
       " 'סג ה': 854,\n",
       " 'סג ו': 855,\n",
       " 'סד  א': 856,\n",
       " 'סד  ב': 857,\n",
       " 'סד  ג': 858,\n",
       " 'סד  ד': 859,\n",
       " 'סד ב': 860,\n",
       " 'סד ד': 861,\n",
       " 'סה  א': 862,\n",
       " 'סה  ב': 863,\n",
       " 'סה  ג': 864,\n",
       " 'סה א': 865,\n",
       " 'סה ב': 866,\n",
       " 'סו  א': 867,\n",
       " 'סו  ב': 868,\n",
       " 'סו  ג': 869,\n",
       " 'סו  ד': 870,\n",
       " 'סו  ה': 871,\n",
       " 'סו  ו': 872,\n",
       " 'סו  ז': 873,\n",
       " 'סו  ח': 874,\n",
       " 'סו  ט': 875,\n",
       " 'סו  י': 876,\n",
       " 'סו א': 877,\n",
       " 'סו ב': 878,\n",
       " 'סו ג': 879,\n",
       " 'סו ד': 880,\n",
       " 'סו ה': 881,\n",
       " 'סו ז': 882,\n",
       " 'סו ח': 883,\n",
       " 'סו י': 884,\n",
       " 'סז  א': 885,\n",
       " 'סז א': 886,\n",
       " 'סח  א': 887,\n",
       " 'סח א': 888,\n",
       " 'סט  א': 889,\n",
       " 'סט  ב': 890,\n",
       " 'סט א': 891,\n",
       " 'סט ב': 892,\n",
       " 'ע  א': 893,\n",
       " 'ע  ב': 894,\n",
       " 'ע  ג': 895,\n",
       " 'ע  ד': 896,\n",
       " 'ע  ה': 897,\n",
       " 'ע א': 898,\n",
       " 'ע ג': 899,\n",
       " 'ע ד': 900,\n",
       " 'ע ה': 901,\n",
       " 'עא  א': 902,\n",
       " 'עא  ב': 903,\n",
       " 'עא  ג': 904,\n",
       " 'עא  ד': 905,\n",
       " 'עא  ה': 906,\n",
       " 'עא  ו': 907,\n",
       " 'עא  ז': 908,\n",
       " 'עא א': 909,\n",
       " 'עא ב': 910,\n",
       " 'עא ז': 911,\n",
       " 'עב  א': 912,\n",
       " 'עב  ב': 913,\n",
       " 'עב  ג': 914,\n",
       " 'עב  ד': 915,\n",
       " 'עב  ה': 916,\n",
       " 'עב א': 917,\n",
       " 'עב ב': 918,\n",
       " 'עב ג': 919,\n",
       " 'עב ד': 920,\n",
       " 'עב ה': 921,\n",
       " 'עג  א': 922,\n",
       " 'עג  ב': 923,\n",
       " 'עג  ג': 924,\n",
       " 'עג  ד': 925,\n",
       " 'עג א': 926,\n",
       " 'עג ב': 927,\n",
       " 'עג ג': 928,\n",
       " 'עג ד': 929,\n",
       " 'עד  א': 930,\n",
       " 'עד  ב': 931,\n",
       " 'עד  ג': 932,\n",
       " 'עד  ד': 933,\n",
       " 'עד  ה': 934,\n",
       " 'עד  ו': 935,\n",
       " 'עד א': 936,\n",
       " 'עד ב': 937,\n",
       " 'עד ג': 938,\n",
       " 'עד ד': 939,\n",
       " 'עד ה': 940,\n",
       " 'עד ו': 941,\n",
       " 'עה  א': 942,\n",
       " 'עה  ב': 943,\n",
       " 'עה  ג': 944,\n",
       " 'עה  ד': 945,\n",
       " 'עה  ה': 946,\n",
       " 'עה  ו': 947,\n",
       " 'עה א': 948,\n",
       " 'עה ב': 949,\n",
       " 'עה ג': 950,\n",
       " 'עה ד': 951,\n",
       " 'עה ו': 952,\n",
       " 'עו  א': 953,\n",
       " 'עו  ב': 954,\n",
       " 'עו  ג': 955,\n",
       " 'עו  ד': 956,\n",
       " 'עו  ה': 957,\n",
       " 'עו  ו': 958,\n",
       " 'עו  ז': 959,\n",
       " 'עו  ח': 960,\n",
       " 'עו ב': 961,\n",
       " 'עו ג': 962,\n",
       " 'עו ד': 963,\n",
       " 'עו ה': 964,\n",
       " 'עו ו': 965,\n",
       " 'עו ז': 966,\n",
       " 'עו ח': 967,\n",
       " 'עז  א': 968,\n",
       " 'עז  ב': 969,\n",
       " 'עז ב': 970,\n",
       " 'עח  א': 971,\n",
       " 'עח א': 972,\n",
       " 'עט  א': 973,\n",
       " 'עט  ב': 974,\n",
       " 'עט  ג': 975,\n",
       " 'עט  ד': 976,\n",
       " 'עט  ה': 977,\n",
       " 'עט  ו': 978,\n",
       " 'עט  ז': 979,\n",
       " 'עט  ח': 980,\n",
       " 'עט  ט': 981,\n",
       " 'עט א': 982,\n",
       " 'עט ב': 983,\n",
       " 'עט ג': 984,\n",
       " 'עט ה': 985,\n",
       " 'עט ו': 986,\n",
       " 'עט ז': 987,\n",
       " 'עט ט': 988,\n",
       " 'פ  א': 989,\n",
       " 'פ א': 990,\n",
       " 'פא  א': 991,\n",
       " 'פא  ב': 992,\n",
       " 'פא א': 993,\n",
       " 'פא ב': 994,\n",
       " 'פב  א': 995,\n",
       " 'פב  ב': 996,\n",
       " 'פב א': 997,\n",
       " 'פב ב': 998,\n",
       " 'פג  א': 999,\n",
       " ...}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "label2id "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:00.483347Z",
     "iopub.status.busy": "2023-12-05T04:05:00.483108Z",
     "iopub.status.idle": "2023-12-05T04:05:02.948882Z",
     "shell.execute_reply": "2023-12-05T04:05:02.947805Z",
     "shell.execute_reply.started": "2023-12-05T04:05:00.483323Z"
    }
   },
   "outputs": [],
   "source": [
    "from transformers import AutoModelForSequenceClassification, TrainingArguments, Trainer\n",
    "\n",
    "model = AutoModelForSequenceClassification.from_pretrained(\n",
    "    'sivan22/halacha-siman-seif-classifier', num_labels=len(simanim), id2label=id2label, label2id=label2id\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:02.953834Z",
     "iopub.status.busy": "2023-12-05T04:05:02.953576Z",
     "iopub.status.idle": "2023-12-05T04:05:05.676603Z",
     "shell.execute_reply": "2023-12-05T04:05:05.675305Z",
     "shell.execute_reply.started": "2023-12-05T04:05:02.953807Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B API key is configured. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m If you're specifying your api key in code, ensure this code is not shared publicly.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Consider setting the WANDB_API_KEY environment variable, or running `wandb login` from the command line.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import wandb\n",
    "wandb.login(key='6c97e6e4c14921d819cfc93e221ac0d5406f059a')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-05T04:05:05.681680Z",
     "iopub.status.busy": "2023-12-05T04:05:05.681446Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33msivan-ratson\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "wandb version 0.16.0 is available!  To upgrade, please run:\n",
       " $ pip install wandb --upgrade"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Tracking run with wandb version 0.13.4"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Run data is saved locally in <code>/notebooks/wandb/run-20231205_040508-3ptlrafb</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Syncing run <strong><a href=\"https://wandb.ai/sivan-ratson/huggingface/runs/3ptlrafb\" target=\"_blank\">graceful-wood-31</a></strong> to <a href=\"https://wandb.ai/sivan-ratson/huggingface\" target=\"_blank\">Weights & Biases</a> (<a href=\"https://wandb.me/run\" target=\"_blank\">docs</a>)<br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Serializing object of type dict that is 295000 bytes\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Serializing object of type dict that is 295000 bytes\n",
      "You're using a BertTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      \n",
       "      <progress value='6430' max='35955' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      [ 6430/35955 1:15:24 < 5:46:20, 1.42 it/s, Epoch 2.68/15]\n",
       "    </div>\n",
       "    <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       " <tr style=\"text-align: left;\">\n",
       "      <th>Epoch</th>\n",
       "      <th>Training Loss</th>\n",
       "      <th>Validation Loss</th>\n",
       "      <th>Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>5.281300</td>\n",
       "      <td>4.988975</td>\n",
       "      <td>0.291716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>4.603500</td>\n",
       "      <td>4.606649</td>\n",
       "      <td>0.330674</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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     "metadata": {},
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   ],
   "source": [
    "training_args = TrainingArguments(\n",
    "    output_dir=\"halacha-siman-seif-classifier\",\n",
    "    learning_rate=2e-5,\n",
    "    per_device_train_batch_size=16,\n",
    "    per_device_eval_batch_size=16,\n",
    "    num_train_epochs=15,\n",
    "    weight_decay=0.01,\n",
    "    evaluation_strategy=\"epoch\",\n",
    "    save_strategy=\"epoch\",\n",
    "    load_best_model_at_end=True,\n",
    "    push_to_hub=True,\n",
    "    resume_from_checkpoint=True   \n",
    "\n",
    ")\n",
    "\n",
    "trainer = Trainer(\n",
    "    model=model,\n",
    "    args=training_args,\n",
    "    train_dataset=tokenized_dataset[\"train\"],\n",
    "    eval_dataset=tokenized_dataset[\"test\"],\n",
    "    tokenizer=tokenizer,\n",
    "    data_collator=data_collator,\n",
    "    compute_metrics=compute_metrics\n",
    ")\n",
    "\n",
    "trainer.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import pipeline\n",
    "\n",
    "classifier = pipeline( model=\"sivan22/halacha-siman-seif-classifier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = \"כמה פעמים נוטלים ידים לפני אכילת לחם\"\n",
    "classifier(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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