Question_generation_and_answering.ipynb

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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/abualhamd/nlp/blob/main/Question_generation_and_answering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Question Generation"
      ],
      "metadata": {
        "id": "hLMAqOHHWewL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "\n",
        "with open('/content/keyword_sentence_mapping.pkl', 'rb') as f:\n",
        "  keyword_sentence_mapping =  pickle.load(f)\n",
        "\n",
        "with open('/content/clean_text.pkl', 'rb') as f:\n",
        "  clean_text =  pickle.load(f)"
      ],
      "metadata": {
        "id": "p4gERPFPfhMS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --no-cache-dir transformers sentencepiece"
      ],
      "metadata": {
        "id": "inbD_axExNQb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "56c793bf-4c69-4395-920a-b10fb8ebee61"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: transformers in /usr/local/lib/python3.7/dist-packages (4.22.1)\n",
            "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (0.1.97)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.8.0)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers) (4.12.0)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.12.1)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.21.6)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.9.1)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (21.3)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2022.6.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (6.0)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.64.1)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.9.0->transformers) (4.1.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers) (3.0.9)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers) (3.8.1)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2022.6.15)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#the function to generate questions\n",
        "from transformers import AutoModelWithLMHead, AutoTokenizer\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"mrm8488/t5-base-finetuned-question-generation-ap\", use_fast=False)\n",
        "model = AutoModelWithLMHead.from_pretrained(\"mrm8488/t5-base-finetuned-question-generation-ap\")\n",
        "\n",
        "def get_question(answer, context, max_length=64):\n",
        "  input_text = \"answer: %s  context: %s </s>\" % (answer, context)\n",
        "  features = tokenizer([input_text], return_tensors='pt')\n",
        "\n",
        "  output = model.generate(input_ids=features['input_ids'], \n",
        "               attention_mask=features['attention_mask'],\n",
        "               max_length=max_length)\n",
        "\n",
        "  return tokenizer.decode(output[0])"
      ],
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        "id": "m2g_ddNoyv4I",
        "outputId": "cf860b4d-4699-4031-f4a9-7bd0776d44d8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/25.0 [00:00<?, ?B/s]"
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        {
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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The `xla_device` argument has been deprecated in v4.4.0 of Transformers. It is ignored and you can safely remove it from your `config.json` file.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The `xla_device` argument has been deprecated in v4.4.0 of Transformers. It is ignored and you can safely remove it from your `config.json` file.\n",
            "/usr/local/lib/python3.7/dist-packages/transformers/models/auto/modeling_auto.py:1066: FutureWarning: The class `AutoModelWithLMHead` is deprecated and will be removed in a future version. Please use `AutoModelForCausalLM` for causal language models, `AutoModelForMaskedLM` for masked language models and `AutoModelForSeq2SeqLM` for encoder-decoder models.\n",
            "  FutureWarning,\n",
            "The `xla_device` argument has been deprecated in v4.4.0 of Transformers. It is ignored and you can safely remove it from your `config.json` file.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.19G [00:00<?, ?B/s]"
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            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "keyword_sentence_mapping[keys_list[0]][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "qVxv737zzut-",
        "outputId": "efd5b0f6-5874-4d13-d576-24530a3640f4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Great Northern War \\n\\nPeter made a temporary peace with the Ottoman Empire that allowed him to keep the captured fort of Azov, and turned his attention to Russian maritime supremacy.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "get_question(keys_list[4], keyword_sentence_mapping[keys_list[4]][5])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "vs3bY0J4z6Bj",
        "outputId": "fcd8cccf-e72f-4819-c796-2b673cdcd0c8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/models/t5/tokenization_t5.py:220: UserWarning: This sequence already has </s>. In future versions this behavior may lead to duplicated eos tokens being added.\n",
            "  f\"This sequence already has {self.eos_token}. In future versions this behavior may lead to duplicated\"\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"<pad> question: What was Peter the Great's rank in the RussoPersian War?</s>\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#getting a random question\n",
        "import random\n",
        "\n",
        "def gen_question_for_dataset():\n",
        "  keysLen = len(keys_list)\n",
        "  keyIndx = random.randint(0, keysLen)\n",
        "  sentences = keyword_sentence_mapping[keys_list[keyIndx]]\n",
        "  sentenceIndx = random.randint(0, len(sentences))\n",
        "\n",
        "  print(get_question(keys_list[keyIndx], keyword_sentence_mapping[keys_list[keyIndx]][sentenceIndx]))\n",
        "  print('')\n",
        "  print(keys_list[keyIndx])"
      ],
      "metadata": {
        "id": "i4k59xPm11XE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gen_question_for_dataset()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t2mGD2e23nvY",
        "outputId": "51a28648-07e0-4766-ead2-890246b9c3e3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<pad> question: Peter's role in history was a focus of scholars and the general public in what country?</s>\n",
            "\n",
            "russia\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pywsd"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LoWtoW5wmABk",
        "outputId": "8734636d-c46f-4dcd-db4b-3eefa743188f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting pywsd\n",
            "  Downloading pywsd-1.2.5-py3-none-any.whl (26.9 MB)\n",
            "\u001b[K     |████████████████████████████████| 26.9 MB 1.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from pywsd) (1.21.6)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from pywsd) (1.3.5)\n",
            "Collecting wn==0.0.23\n",
            "  Downloading wn-0.0.23.tar.gz (31.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 31.6 MB 1.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from pywsd) (1.15.0)\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from pywsd) (3.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from nltk->pywsd) (1.1.0)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk->pywsd) (7.1.2)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from nltk->pywsd) (4.64.1)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.7/dist-packages (from nltk->pywsd) (2022.6.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->pywsd) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->pywsd) (2022.2.1)\n",
            "Building wheels for collected packages: wn\n",
            "  Building wheel for wn (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for wn: filename=wn-0.0.23-py3-none-any.whl size=31792926 sha256=ef6bfdfa80671c833fcc7821d3081ecec4f0869868c9433fd02c8e29035a4067\n",
            "  Stored in directory: /root/.cache/pip/wheels/ec/47/17/409766c99dd470f34c512000b90b83f34747c2c975769654d7\n",
            "Successfully built wn\n",
            "Installing collected packages: wn, pywsd\n",
            "Successfully installed pywsd-1.2.5 wn-0.0.23\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('averaged_perceptron_tagger')\n",
        "nltk.download('wordnet')\n",
        "nltk.download('omw-1.4')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oWhuUQFRmgqk",
        "outputId": "5b53984b-ba22-4567-bbfb-9da804bfde57"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
            "[nltk_data]     /root/nltk_data...\n",
            "[nltk_data]   Unzipping taggers/averaged_perceptron_tagger.zip.\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#creating multiple-choice question\n",
        "import requests\n",
        "import json\n",
        "import re\n",
        "import random\n",
        "from pywsd.similarity import max_similarity\n",
        "from pywsd.lesk import adapted_lesk\n",
        "from pywsd.lesk import simple_lesk\n",
        "from pywsd.lesk import cosine_lesk\n",
        "from nltk.corpus import wordnet as wn\n",
        "\n",
        "# Distractors from Wordnet\n",
        "def get_distractors_wordnet(syn,word):\n",
        "    distractors=[]\n",
        "    word= word.lower()\n",
        "    orig_word = word\n",
        "    if len(word.split())>0:\n",
        "        word = word.replace(\" \",\"_\")\n",
        "    hypernym = syn.hypernyms()\n",
        "    if len(hypernym) == 0: \n",
        "        return distractors\n",
        "    for item in hypernym[0].hyponyms():\n",
        "        name = item.lemmas()[0].name()\n",
        "        #print (\"name \",name, \" word\",orig_word)\n",
        "        if name == orig_word:\n",
        "            continue\n",
        "        name = name.replace(\"_\",\" \")\n",
        "        name = \" \".join(w.capitalize() for w in name.split())\n",
        "        if name is not None and name not in distractors:\n",
        "            distractors.append(name)\n",
        "    return distractors\n",
        "\n",
        "def get_wordsense(sent,word):\n",
        "    word= word.lower()\n",
        "    \n",
        "    if len(word.split())>0:\n",
        "        word = word.replace(\" \",\"_\")\n",
        "    \n",
        "    \n",
        "    synsets = wn.synsets(word,'n')\n",
        "    if synsets:\n",
        "        wup = max_similarity(sent, word, 'wup', pos='n')\n",
        "        adapted_lesk_output =  adapted_lesk(sent, word, pos='n')\n",
        "        lowest_index = min (synsets.index(wup),synsets.index(adapted_lesk_output))\n",
        "        return synsets[lowest_index]\n",
        "    else:\n",
        "        return None\n",
        "\n",
        "# # Distractors from http://conceptnet.io/\n",
        "def get_distractors_conceptnet(word):\n",
        "    word = word.lower()\n",
        "    original_word= word\n",
        "    if (len(word.split())>0):\n",
        "        word = word.replace(\" \",\"_\")\n",
        "    distractor_list = [] \n",
        "    # url = \"http://api.conceptnet.io/query?node=/c/en/%s/n&rel=/r/PartOf&start=/c/en/%s&limit=5\"%(word,word)\n",
        "    url = \"http://api.conceptnet.io/query?node=/c/en/%s/n&rel=/r/IsA&start=/c/en/%s&limit=5\"%(word,word)\n",
        "    obj = requests.get(url).json()\n",
        "\n",
        "    for edge in obj['edges']:\n",
        "        link = edge['end']['term'] \n",
        "\n",
        "        # url2 = \"http://api.conceptnet.io/query?node=%s&rel=/r/PartOf&end=%s&limit=10\"%(link,link)\n",
        "        url2 = \"http://api.conceptnet.io/query?node=%s&rel=/r/IsA&end=%s&limit=10\"%(link,link)\n",
        "        obj2 = requests.get(url2).json()\n",
        "        for edge in obj2['edges']:\n",
        "            word2 = edge['start']['label']\n",
        "            if word2 not in distractor_list and original_word.lower() not in word2.lower():\n",
        "                distractor_list.append(word2)\n",
        "                   \n",
        "    return distractor_list\n",
        "\n",
        "key_distractor_list = {}\n",
        "\n",
        "for keyword in keyword_sentence_mapping:\n",
        "    if len(keyword_sentence_mapping[keyword]) == 0:\n",
        "      continue\n",
        "    wordsense = get_wordsense(keyword_sentence_mapping[keyword][0],keyword)\n",
        "    if wordsense:\n",
        "        distractors = get_distractors_wordnet(wordsense,keyword)\n",
        "        if len(distractors) ==0:\n",
        "            distractors = get_distractors_conceptnet(keyword)\n",
        "        if len(distractors) != 0:\n",
        "            key_distractor_list[keyword] = distractors\n",
        "    else:\n",
        "        \n",
        "        distractors = get_distractors_conceptnet(keyword)\n",
        "        if len(distractors) != 0:\n",
        "            key_distractor_list[keyword] = distractors\n",
        "\n",
        "index = 1\n",
        "print (\"#############################################################################\")\n",
        "print (\"NOTE::::::::  Since the algorithm might have errors along the way, wrong answer choices generated might not be correct for some questions. \")\n",
        "print (\"#############################################################################\\n\\n\")\n",
        "for each in key_distractor_list:\n",
        "    # print(each, \n",
        "    # keyword_sentence_mapping[each][0])\n",
        "    # print()\n",
        "    sentence = keyword_sentence_mapping[each][0]\n",
        "    pattern = re.compile(each, re.IGNORECASE)\n",
        "    output = pattern.sub( \" _______ \", sentence)\n",
        "    print (\"%s)\"%(index),output)\n",
        "\n",
        "    # print('hello', sentence)\n",
        "    choices = [each.capitalize()] + key_distractor_list[each]\n",
        "    top4choices = choices[:4]\n",
        "    random.shuffle(top4choices)\n",
        "    optionchoices = ['a','b','c','d']\n",
        "    for idx,choice in enumerate(top4choices):\n",
        "        print (\"\\t\",optionchoices[idx],\")\",\" \",choice)\n",
        "    print (\"\\nMore options: \", choices[4:20],\"\\n\\n\")\n",
        "    index = index + 1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SRxd5LP_l0-j",
        "outputId": "d0c4c52e-3fa0-4df4-aa0e-7a19755c20ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Warming up PyWSD (takes ~10 secs)... took 8.520658016204834 secs.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "#############################################################################\n",
            "NOTE::::::::  Since the algorithm might have errors along the way, wrong answer choices generated might not be correct for some questions. \n",
            "#############################################################################\n",
            "\n",
            "\n",
            "1) Great Northern War \n",
            "\n",
            " _______  made a temporary peace with the Ottoman Empire that allowed him to keep the captured fort of Azov, and turned his attention to Russian maritime supremacy.\n",
            "\t a )   Peter\n",
            "\t b )   A soldier\n",
            "\t c )   an alien\n",
            "\t d )   A slave\n",
            "\n",
            "More options:  ['mad scientist', 'unfortunate', 'manipulator', 'applicant', 'kook', 'third-rater', 'captor'] \n",
            "\n",
            "\n",
            "2) Title \n",
            "The imperial title of Peter the Great was the following:\n",
            "By the grace of God, the most excellent and great sovereign emperor Pyotr Alekseevich the ruler of all the Russias: of Moscow, of Kiev, of Vladimir, of Novgorod,  _______  of Kazan,  _______  of Astrakhan and  _______  of Siberia, sovereign of Pskov, great prince of Smolensk, of Tver, of Yugorsk, of Perm, of Vyatka, of Bulgaria and others, sovereign and great prince of the Novgorod Lower lands, of Chernigov, of Ryazan, of Rostov, of Yaroslavl, of Belozersk, of Udora, of Kondia and the sovereign of all the northern lands, and the sovereign of the Iverian lands, of the Kartlian and Georgian Kings, of the Kabardin lands, of the Circassian and Mountain princes and many other states and lands western and eastern here and there and the successor and sovereign and ruler.\n",
            "\t a )   Czar\n",
            "\t b )   Tsar\n",
            "\t c )   Capetian\n",
            "\t d )   Carolingian\n",
            "\n",
            "More options:  ['Emperor', 'King', 'Merovingian', 'Shah'] \n",
            "\n",
            "\n",
            "3) Title \n",
            "The imperial title of Peter the  _______  was the following:\n",
            "By the grace of God, the most excellent and  _______  sovereign emperor Pyotr Alekseevich the ruler of all the Russias: of Moscow, of Kiev, of Vladimir, of Novgorod, Tsar of Kazan, Tsar of Astrakhan and Tsar of Siberia, sovereign of Pskov,  _______  prince of Smolensk, of Tver, of Yugorsk, of Perm, of Vyatka, of Bulgaria and others, sovereign and  _______  prince of the Novgorod Lower lands, of Chernigov, of Ryazan, of Rostov, of Yaroslavl, of Belozersk, of Udora, of Kondia and the sovereign of all the northern lands, and the sovereign of the Iverian lands, of the Kartlian and Georgian Kings, of the Kabardin lands, of the Circassian and Mountain princes and many other states and lands western and eastern here and there and the successor and sovereign and ruler.\n",
            "\t a )   Great\n",
            "\t b )   First Lady\n",
            "\t c )   Highflier\n",
            "\t d )   Natural\n",
            "\n",
            "More options:  ['Sleeper'] \n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install numpy --upgrade\n",
        "# !pip install numpy --upgrade --ignore-installed"
      ],
      "metadata": {
        "id": "8qkEtYzfttzx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## now we try question_generator"
      ],
      "metadata": {
        "id": "syFXqiTHZg4d"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/amontgomerie/question_generator"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7r51BJvVsNrY",
        "outputId": "fc4d8af3-d48c-4ed7-e5f7-b5134d3631da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'question_generator'...\n",
            "remote: Enumerating objects: 252, done.\u001b[K\n",
            "remote: Counting objects:   1% (1/64)\u001b[K\rremote: Counting objects:   3% (2/64)\u001b[K\rremote: Counting objects:   4% (3/64)\u001b[K\rremote: Counting objects:   6% (4/64)\u001b[K\rremote: Counting objects:   7% (5/64)\u001b[K\rremote: Counting objects:   9% (6/64)\u001b[K\rremote: Counting objects:  10% (7/64)\u001b[K\rremote: Counting objects:  12% (8/64)\u001b[K\rremote: Counting objects:  14% (9/64)\u001b[K\rremote: Counting objects:  15% (10/64)\u001b[K\rremote: Counting objects:  17% (11/64)\u001b[K\rremote: Counting objects:  18% (12/64)\u001b[K\rremote: Counting objects:  20% (13/64)\u001b[K\rremote: Counting objects:  21% (14/64)\u001b[K\rremote: Counting objects:  23% (15/64)\u001b[K\rremote: Counting objects:  25% (16/64)\u001b[K\rremote: Counting objects:  26% (17/64)\u001b[K\rremote: Counting objects:  28% (18/64)\u001b[K\rremote: Counting objects:  29% (19/64)\u001b[K\rremote: Counting objects:  31% (20/64)\u001b[K\rremote: Counting objects:  32% (21/64)\u001b[K\rremote: Counting objects:  34% (22/64)\u001b[K\rremote: Counting objects:  35% (23/64)\u001b[K\rremote: Counting objects:  37% (24/64)\u001b[K\rremote: Counting objects:  39% (25/64)\u001b[K\rremote: Counting objects:  40% (26/64)\u001b[K\rremote: Counting objects:  42% (27/64)\u001b[K\rremote: Counting objects:  43% (28/64)\u001b[K\rremote: Counting objects:  45% (29/64)\u001b[K\rremote: Counting objects:  46% (30/64)\u001b[K\rremote: Counting objects:  48% (31/64)\u001b[K\rremote: Counting objects:  50% (32/64)\u001b[K\rremote: Counting objects:  51% (33/64)\u001b[K\rremote: Counting objects:  53% (34/64)\u001b[K\rremote: Counting objects:  54% (35/64)\u001b[K\rremote: Counting objects:  56% (36/64)\u001b[K\rremote: Counting objects:  57% (37/64)\u001b[K\rremote: Counting objects:  59% (38/64)\u001b[K\rremote: Counting objects:  60% (39/64)\u001b[K\rremote: Counting objects:  62% (40/64)\u001b[K\rremote: Counting objects:  64% (41/64)\u001b[K\rremote: Counting objects:  65% (42/64)\u001b[K\rremote: Counting objects:  67% (43/64)\u001b[K\rremote: Counting objects:  68% (44/64)\u001b[K\rremote: Counting objects:  70% (45/64)\u001b[K\rremote: Counting objects:  71% (46/64)\u001b[K\rremote: Counting objects:  73% (47/64)\u001b[K\rremote: Counting objects:  75% (48/64)\u001b[K\rremote: Counting objects:  76% (49/64)\u001b[K\rremote: Counting objects:  78% (50/64)\u001b[K\rremote: Counting objects:  79% (51/64)\u001b[K\rremote: Counting objects:  81% (52/64)\u001b[K\rremote: Counting objects:  82% (53/64)\u001b[K\rremote: Counting objects:  84% (54/64)\u001b[K\rremote: Counting objects:  85% (55/64)\u001b[K\rremote: Counting objects:  87% (56/64)\u001b[K\rremote: Counting objects:  89% (57/64)\u001b[K\rremote: Counting objects:  90% (58/64)\u001b[K\rremote: Counting objects:  92% (59/64)\u001b[K\rremote: Counting objects:  93% (60/64)\u001b[K\rremote: Counting objects:  95% (61/64)\u001b[K\rremote: Counting objects:  96% (62/64)\u001b[K\rremote: Counting objects:  98% (63/64)\u001b[K\rremote: Counting objects: 100% (64/64)\u001b[K\rremote: Counting objects: 100% (64/64), done.\u001b[K\n",
            "remote: Compressing objects: 100% (25/25), done.\u001b[K\n",
            "remote: Total 252 (delta 42), reused 40 (delta 39), pack-reused 188\u001b[K\n",
            "Receiving objects: 100% (252/252), 114.54 KiB | 2.44 MiB/s, done.\n",
            "Resolving deltas: 100% (129/129), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd question_generator/\n",
        "%load questiongenerator.py\n",
        "from questiongenerator import QuestionGenerator\n",
        "from questiongenerator import print_qa"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A2xGHGqzBypG",
        "outputId": "3869bdae-7099-4710-ec9d-0a0cf25b8e45"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/question_generator\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "assert device == torch.device('cuda'), \"Not using CUDA. Set: Runtime > Change runtime type > Hardware Accelerator: GPU\""
      ],
      "metadata": {
        "id": "pn-O5QthCCTz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "qg = QuestionGenerator()"
      ],
      "metadata": {
        "id": "fHJPbnFrt0rq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369,
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        "#turning the sentences associated with each key-phrase into a context\n",
        "keyword_context_mapping = []\n",
        "\n",
        "context = ''\n",
        "for element in keyword_sentence_mapping:\n",
        "  for sentence in keyword_sentence_mapping[element]:\n",
        "    context += sentence\n",
        "  keyword_context_mapping.append({'key_phrase': element, 'context': context})\n",
        "  context = ''\n",
        "\n",
        "print(keyword_context_mapping)"
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            "[{'key_phrase': 'peter', 'context': \"Great Northern War \\n\\nPeter made a temporary peace with the Ottoman Empire that allowed him to keep the captured fort of Azov, and turned his attention to Russian maritime supremacy.Early life \\nPeter was named after the apostle, and described as a newborn as with good health, his mother's black, vaguely Tatar eyes, and a tuft of auburn hair.In the subsequent conflict, some of Peter's relatives and friends were murdered, including Matveev, and Peter witnessed some of these acts of political violence.The Streltsy made it possible for Sophia, the Miloslavskys (the clan of Ivan) and their allies to insist that Peter and Ivan be proclaimed joint Tsars, with Ivan being acclaimed as the senior.Illness and death \\n\\nIn the winter of , Peter, whose overall health was never robust, began having problems with his urinary tract and bladder.He had only two grandchildren: Peter II and Peter III.Traditionally, the years were reckoned from the purported creation of the World, but after Peter's reforms, they were to be counted from the birth of Christ.Peter later put his knowledge of shipbuilding to use in helping build Russia's navy.In , Peter investigated why the formerly Swedish province of Livonia was so orderly.Though no record exists, Catherine and Peter are described as having married secretly between  Oct and  December  in St. Petersburg.Sophia would sit behind the throne and listen as Peter conversed with nobles, while feeding him information and giving him responses to questions and problems.Thus, in the year  of the old Russian calendar, Peter proclaimed that the Julian Calendar was in effect and the year was .Stalin wrote in , when Peter the Great, who had to deal with more developed countries in the West, feverishly built works in factories for supplying the army and strengthening the country's defenses, this was an original attempt to leap out of the framework of backwardness.Peter paid a visit to surgeon Frederik Ruysch, who taught him how to draw teeth and catch butterflies, and to Ludolf Bakhuysen, a painter of seascapes.It was named after his patron saint Saint Peter.In January , Peter refused to partake in a traditional Russian Orthodox ceremony of the Epiphany Ceremony, and would often schedule events for The AllJoking, AllDrunken Synod of Fools and Jesters to directly conflict with the Church.Peter was brought up in the Russian Orthodox faith, but he had low regard for the Church hierarchy, which he kept under tight governmental control.Peter, warned by others from the Streltsy, escaped in the middle of the night to the impenetrable monastery of TroitseSergiyeva Lavra; there he slowly gathered adherents who perceived he would win the power struggle.Title \\nThe imperial title of Peter the Great was the following:\\nBy the grace of God, the most excellent and great sovereign emperor Pyotr Alekseevich the ruler of all the Russias: of Moscow, of Kiev, of Vladimir, of Novgorod, Tsar of Kazan, Tsar of Astrakhan and Tsar of Siberia, sovereign of Pskov, great prince of Smolensk, of Tver, of Yugorsk, of Perm, of Vyatka, of Bulgaria and others, sovereign and great prince of the Novgorod Lower lands, of Chernigov, of Ryazan, of Rostov, of Yaroslavl, of Belozersk, of Udora, of Kondia and the sovereign of all the northern lands, and the sovereign of the Iverian lands, of the Kartlian and Georgian Kings, of the Kabardin lands, of the Circassian and Mountain princes and many other states and lands western and eastern here and there and the successor and sovereign and ruler.The Tsar helped with the construction of an East Indiaman ship specially laid down for him: Peter and Paul.According to Roger Tavernier, Peter the Great later acquired De Wilde's collection.Thanks to the mediation of Nicolaes Witsen, mayor of Amsterdam and an expert on Russia, the Tsar was given the opportunity to gain practical experience in the largest shipyard in the world, belonging to the Dutch East India Company, for a period of four months.One goal was to seek the aid of European monarchs, but Peter's hopes were dashed.Gavrila Golovkin, the State Chancellor, was the first to add the Great, Father of His Country, Emperor of All the Russias to Peter's traditional title Tsar following a speech by the archbishop of Pskov in .Peter attempted to acquire control of the Black Sea, which would require expelling the Tatars from the surrounding areas.Peter became the sole ruler when Ivan died in  without male offspring, two years later.Peter preferred to rely on groups of individuals who would keep check on one another.Several rulers feared that Peter would claim authority over them, just as the Holy Roman Emperor had claimed suzerainty over all Christian nations.Peter also sought to end arranged marriages, which were the norm among the Russian nobility, because he thought such a practice was barbaric and led to domestic violence, since the partners usually resented each other.In , Peter changed the date of the celebration of the new year from  September to  January.In the Battle of Lesnaya, Charles suffered his first loss after Peter crushed a group of Swedish reinforcements marching from Riga.While the Poles fought the Swedes, Peter founded the city of Saint Petersburg in , in Ingermanland (a province of the Swedish Empire that he had captured).Peter's other halfbrother, Ivan V of Russia, was next in line, but was chronically ill and of infirm mind.On  January  Peter organized a farewell party and invited Johan Huydecoper van Maarsseveen, who had to sit between Lefort and the Tsar and drink.Peter, furthermore, had chosen an inopportune moment: the Europeans at the time were more concerned about the War of Spanish Succession over who would succeed the childless King Charles II of Spain than about fighting the Ottoman Sultan.The Grand Embassy continued nevertheless.Marriages and family \\n\\nPeter the Great had two wives, with whom he had fourteen children, three of whom survived to adulthood.Sheremetev investigated the possibility of future joint ventures with the Knights, including action against the Turks and the possibility of a future Russian naval base.Peter's visits to the West impressed upon him the notion that European customs were in several respects superior to Russian traditions.This, plus the interval of time between these actions and Peter's death seems to preclude any direct link.In early January , Peter was struck once again with uremia.Added to this were Peter's noticeable facial tics, and he may have suffered from petit mal seizures, a form of epilepsy.During his youth, Peter befriended Patrick Gordon, Franz Lefort and several other foreigners in Russian service and was a frequent guest in Moscow's German Quarter, where he met his Dutch mistress Anna Mons.However, within twelve years all the territories would be ceded back to Persia, now led by the charismatic military genius Nader Shah, as part of the Treaties of Resht and Ganja respectively, and the RussoPersian alliance against the Ottoman Empire, which was the common enemy of both.Peter introduced new taxes to fund improvements in Saint Petersburg.January] ), most commonly known as Peter the Great, was a monarch of Russia who modernised it and made it a European power.Slavophiles in midth century deplored Peter's westernization of Russia.In the summer of  Peter organized the Azov campaigns to take the fortress, but his attempts ended in failure.These included three sons named Pavel and three sons named Peter, all of whom died in infancy.As a result, Soviet historiography emphasizes both the positive achievement and the negative factor of oppressing the common people.After the fall of Communism in , scholars and the general public in Russia and the West gave fresh attention to Peter and his role in Russian history.Peter obtained the assistance of the Electorate of Hanover and the Kingdom of Prussia.He studied shipbuilding  in Zaandam (the house he lived in is now a museum, the Czar Peter House) and Amsterdam, where he visited, among others, the upperclass De Wilde family.In England, Peter met with King William III, visited Greenwich and Oxford, posed for Sir Godfrey Kneller, and saw a Royal Navy Fleet Review at Deptford.Stalin however admired how Peter strengthened the state, and wartime, diplomacy, industry, higher education, and government administration.Grand Embassy \\n\\nPeter knew that Russia could not face the Ottoman Empire alone.Peter's mother sought to force him to adopt a more conventional approach and arranged his marriage to Eudoxia Lopukhina in .Peterhof (Dutch for Peter's Court) was a grand residence, becoming known as the Russian Versailles.James Cracraft argues:\\n\\nThe Petrine revolution in Russia—subsuming in this phrase the many military, naval, governmental, educational, architectural, linguistic, and other internal reforms enacted by Peter’s regime to promote Russia’s rise as a major European power—was essentially a cultural revolution, one that profoundly impacted both the basic constitution of the Russian Empire and, perforce, its subsequent development.The marriage was a failure, and ten years later Peter forced his wife to become a nun and thus freed himself from the union.Peter valued Catherine and married her again (this time officially) at Saint Isaac's Cathedral in Saint Petersburg on  February .A large hole was cut in the back of the dualseated throne used by Ivan and Peter.Peter's primary objective became the capture of the Ottoman fortress of Azov, near the Don River.A special high official, the OberProcurator, served as the link between the ruler and the senate and acted, in Peter own words, as the sovereign's eye.Lady Mary Hamilton, Catherina I's lady in waiting of Scottish descent.miscarriage ()\\nUnnamed child ( – )\\nUnnamed child\\n\\n\\n Legacy \\n\\nPeter's legacy has always been a major concern of Russian intellectuals.Peter grew to be extremely tall as an adult, especially for the time period, reportedly standing  ft  in (.Western writers and political analysts recounted The Testimony or secret will of Peter the Great.Legend has it that before lapsing into unconsciousness Peter asked for a paper and pen and scrawled an unfinished note that read: Leave all to ... and then, exhausted by the effort, asked for his daughter Anna to be summoned.Peter died between four and five in the morning  February .In , Peter had his second wife, Catherine, crowned as Empress, although he remained Russia's actual ruler.The Streltsy were disbanded, some of the rebels were deported to Siberia, and the individual they sought to put on the Throne —\\nPeter's halfsister Sophia — was forced to become a nun.Later years \\n\\nPeter's last years were marked by further reform in Russia.He is interred in Saints Peter and Paul Cathedral, Saint Petersburg, Russia.Peter declared war on Sweden, which was at the time led by the young King Charles XII.The Church reform of Peter the Great therefore abolished the Patriarchy, replacing it with a Holy Synod that was under the control of a Procurator, and the Tsar appointed all bishops.In , Peter followed the advice of Theophan Prokopovich in designing the Holy Synod as a council of ten clergymen.Peter implemented social modernization in an absolute manner by introducing French and western dress to his court and requiring courtiers, state officials, and the military to shave their beards and adopt modern clothing styles.Peter returned to Moscow in November  and began building a large navy.Peter's mother selected his first wife, Eudoxia Lopukhina, with the advice of other nobles in .In , Peter created a new order of precedence known as the Table of Ranks.Peter spoke with Augustus II the Strong and Leopold I, Holy Roman Emperor.Peter's visit was cut short in , when he was forced to rush home by a rebellion of the Streltsy.According to legend, in November, at Lakhta along the Finnish Gulf to inspect some ironworks, Peter saw a group of soldiers drowning near shore and, wading out into nearwaist deep water, came to their rescue.This icy water rescue is said to have exacerbated Peter's bladder problems and caused his death.Peter nevertheless acted ruthlessly towards the mutineers.For leadership in the church, Peter turned increasingly to Ukrainians, who were more open to reform, but were not well loved by the Russian clergy.Formally, Ivan V was a coruler with Peter, though being ineffective.Peter, however, mistrusted the boyars; he instead abolished the Duma and created a Senate of ten members.Still, Peter could not acquire actual control over Russian affairs.The Tsaritsa had borne Peter three children, although only one, Alexei Petrovich, Tsarevich of Russia, had survived past his childhood.After the battle, Charles XII decided to concentrate his forces against the Polish–Lithuanian Commonwealth, which gave Peter time to reorganize the Russian army.Peter hired Italian and German architects to design it.As part of his reforms, Peter started an industrialization effort that was slow but eventually successful.To deprive the Boyars of their high positions, Peter directed that precedence should be determined by merit and service to the Emperor.Peter believed he did not have enough loyal and talented persons to put in full charge of the various departments.The autocratic powers that Stalin admired appeared as a liability to Evgeny Anisimov, who complained that Peter was, the creator of the administrative command system and the true ancestor of Stalin.While the cultural turn in historiography has downplayed diplomatic, economic and constitutional issues, new cultural roles have been found for Peter, for example in architecture and dress.Peter could not tolerate the patriarch exercising power superior to the Tsar, as indeed had happened in the case of Philaret (–) and Nikon (–).Peter, overestimating the support he would receive from his Balkan allies, attacked the Ottoman Empire, initiating the RussoTurkish War of .Reign \\n\\nPeter implemented sweeping reforms aimed at modernizing Russia.The sentence could be carried out only with Peter's signed authorization, and Alexei died in prison, as Peter hesitated before making the decision.Taking advantage of the profitable situation, Peter launched the RussoPersian War of –, otherwise known as The Persian Expedition of Peter the Great, which drastically increased Russian influence for the first time in the Caucasus and Caspian Sea region, and prevented the Ottoman Empire from making territorial gains in the region.Peter moved the capital to St. Petersburg in .Peter remained bedridden until late autumn.For example, by the end of the century Russia came to export more iron than any other country in the world.To improve his nation's position on the seas, Peter sought more maritime outlets.Peter's campaign in the Ottoman Empire was disastrous, and in the ensuing Treaty of the Pruth, Peter was forced to return the Black Sea ports he had seized in .Heavily influenced by his advisors from Western Europe, Peter reorganized the Russian army along modern lines and dreamed of making Russia a maritime power.All of Peter's male children had died.Peter withdrew his army southward, employing scorched earth, destroying along the way anything that could assist the Swedes.On  September , Peter officially founded the first Russian Navy base, Taganrog on the Sea of Azov.Peter's imperial title was recognized by Augustus II of Poland, Frederick William I of Prussia, and Frederick I of Sweden, but not by the other European monarchs.Sophia was eventually overthrown, with Peter I and Ivan V continuing to act as cotsars.It was only when Natalya died in  that Peter, then aged , became an independent sovereign.He also had a mistress from Holland, Anna Mons.Upon his return from his European tour in , Peter sought to end his unhappy marriage.Peter, however, lacked the overall proportional heft and bulk generally found in a man that size.In , Peter sent a delegation to Malta, under boyar Boris Sheremetev, to observe the training and abilities of the Knights of Malta and their fleet.Peter forced Sophia to enter a convent, where she gave up her name and her position as a member of the royal family.He was forced to dismantle the province's government.After , Peter established colleges in place of the old central agencies of government, including foreign affairs, war, navy, expense, income, justice, and inspection.On  January , Alexis died, leaving the sovereignty to Peter's elder halfbrother, the weak and sickly Feodor III of Russia.Peter's northern armies took the Swedish province of Livonia (the northern half of modern Latvia, and the southern half of modern Estonia), driving the Swedes into Finland.Jacob de Wilde, a collectorgeneral with the Admiralty of Amsterdam, had a wellknown collection of art and coins, and De Wilde's daughter Maria de Wilde made an engraving of the meeting between Peter and her father, providing visual evidence of the beginning of the West European classical tradition in Russia.Religion \\n\\nPeter founded The AllJoking, AllDrunken Synod of Fools and Jesters, an organization that mocked the Orthodox and Catholic Church when he was eighteen.In , when the office fell vacant, Peter refused to name a replacement, allowing the Patriarch's Coadjutor (or deputy) to discharge the duties of the office.Throughout this period, the government was largely run by Artamon Matveev, an enlightened friend of Alexis, the political head of the Naryshkin family and one of Peter's greatest childhood benefactors.Vodarsky said in  that Peter, did not lead the country on the path of accelerated economic, political and social development, did not force it to 'achieve a leap' through several stages.... On the contrary, these actions to the greatest degree put a brake on Russia's progress and created conditions for holding it back for one and a half centuries!After crossing into Russia, Charles defeated Peter at Golovchin in July.Peter's reforms had a lasting impact on Russia, and many institutions of the Russian government trace their origins to his reign.In the first week of October, restless and certain he was cured, Peter began a lengthy inspection tour of various projects.Over one thousand two hundred of the rebels were tortured and executed, and Peter ordered that their bodies be publicly exhibited as a warning to future conspirators.While visiting the Netherlands, Peter learned much about life in Western Europe.As part of an agreement with Poland that ceded Kiev to Russia, Peter was forced to wage war against the Crimean Khan and against the Khan's overlord, the Ottoman Sultan.The rebellion was easily crushed before Peter returned home from England; of the Tsar's troops, only one was killed.Peter implemented a law that stipulated that no Russian man could join a monastery before the age of fifty.Consequently, the Boyar Duma (a council of Russian nobles) chose the yearold Peter to become Tsar, with his mother as regent.Peter decided that all of the children of the nobility should have some early education, especially in the areas of sciences.Peter was not particularly concerned that others ruled in his name.By the summer of , Peter, then age , planned to take power from his halfsister Sophia, whose position had been weakened by two unsuccessful Crimean campaigns against the Crimean Khanate in an attempt to stop devastating Crimean Tatar raids into Russia's southern lands.Jan van der Heyden, the inventor of the fire hose, received Peter, who was keen to learn and pass on his knowledge to his countrymen.\"}, {'key_phrase': 'russia', 'context': \"After considerable success and the capture of many provinces and cities in the Caucasus and northern mainland Persia, the Safavids were forced to hand over territory to Russia, comprising Derbent, Shirvan, Gilan, Mazandaran, Baku, and Astrabad.Russia was illprepared to fight the Swedes, and their first attempt at seizing the Baltic coast ended in disaster at the Battle of Narva in .January] ), most commonly known as Peter the Great, was a monarch of Russia who modernised it and made it a European power.Swedish king Charles XII turned his attention to Russia, invading it in .Slavophiles in midth century deplored Peter's westernization of Russia.Russia had defeated what was considered to be one of the world's best militaries, and the victory overturned the view that Russia was militarily incompetent.One means of achieving this end was the introduction of taxes for long beards and robes in September .In his process to westernize Russia, he wanted members of his family to marry other European royalty.After the battle near Åland, Sweden made peace with all powers but Russia by .It supposedly revealed his grand evil plot for Russia to control the world via conquest of Constantinople, Afghanistan and India.On  October , soon after peace was made with Sweden, he was officially proclaimed Emperor of All Russia.Peter later put his knowledge of shipbuilding to use in helping build Russia's navy.On  January , Alexis died, leaving the sovereignty to Peter's elder halfbrother, the weak and sickly Feodor III of Russia.As a result, Soviet historiography emphasizes both the positive achievement and the negative factor of oppressing the common people.After the fall of Communism in , scholars and the general public in Russia and the West gave fresh attention to Peter and his role in Russian history.In turn, Russia paid two million Riksdaler and surrendered most of Finland.Jacob de Wilde, a collectorgeneral with the Admiralty of Amsterdam, had a wellknown collection of art and coins, and De Wilde's daughter Maria de Wilde made an engraving of the meeting between Peter and her father, providing visual evidence of the beginning of the West European classical tradition in Russia.Riasanovsky points to a paradoxical dichotomy in the black and white images such as God/Antichrist, educator/ignoramus, architect of Russia's greatness/destroyer of national culture, father of his country/scourge of the common man.The Tsaritsa had borne Peter three children, although only one, Alexei Petrovich, Tsarevich of Russia, had survived past his childhood.It was a forgery made in Paris at Napoleon's command when he started his invasion of Russia in .Vodarsky said in  that Peter, did not lead the country on the path of accelerated economic, political and social development, did not force it to 'achieve a leap' through several stages.... On the contrary, these actions to the greatest degree put a brake on Russia's progress and created conditions for holding it back for one and a half centuries!Grand Embassy \\n\\nPeter knew that Russia could not face the Ottoman Empire alone.After crossing into Russia, Charles defeated Peter at Golovchin in July.He ruled the Tsardom of Russia from  May [O.S.Peter's reforms had a lasting impact on Russia, and many institutions of the Russian government trace their origins to his reign.James Cracraft argues:\\n\\nThe Petrine revolution in Russia—subsuming in this phrase the many military, naval, governmental, educational, architectural, linguistic, and other internal reforms enacted by Peter’s regime to promote Russia’s rise as a major European power—was essentially a cultural revolution, one that profoundly impacted both the basic constitution of the Russian Empire and, perforce, its subsequent development.Without his signature no Senate decision could go into effect; the Senate became one of the most important institutions of Imperial Russia.According to Roger Tavernier, Peter the Great later acquired De Wilde's collection.Thanks to the mediation of Nicolaes Witsen, mayor of Amsterdam and an expert on Russia, the Tsar was given the opportunity to gain practical experience in the largest shipyard in the world, belonging to the Dutch East India Company, for a period of four months.He adopted the title of Emperor in place of the old title of Tsar in , and founded and developed the city of Saint Petersburg, which remained the capital of Russia until .He forbade the building of stone edifices outside Saint Petersburg, which he intended to become Russia's capital, so that all stonemasons could participate in the construction of the new city.Between  and , and from  to , Saint Petersburg was the capital of imperial Russia.Sophia, one of Alexis' daughters from his first marriage, led a rebellion of the Streltsy (Russia's elite military corps) in April–May .Reign \\n\\nPeter implemented sweeping reforms aimed at modernizing Russia.As part of an agreement with Poland that ceded Kiev to Russia, Peter was forced to wage war against the Crimean Khan and against the Khan's overlord, the Ottoman Sultan.In , Peter had his second wife, Catherine, crowned as Empress, although he remained Russia's actual ruler.For example, by the end of the century Russia came to export more iron than any other country in the world.To improve his nation's position on the seas, Peter sought more maritime outlets.Heavily influenced by his advisors from Western Europe, Peter reorganized the Russian army along modern lines and dreamed of making Russia a maritime power.Russia acquired Ingria, Estonia, Livonia, and a substantial portion of Karelia.Peter's other halfbrother, Ivan V of Russia, was next in line, but was chronically ill and of infirm mind.Later years \\n\\nPeter's last years were marked by further reform in Russia.He was educated  from an early age by several tutors  commissioned by his father, Tsar Alexis of Russia, most notably Nikita Zotov, Patrick Gordon, and Paul Menesius.He is interred in Saints Peter and Paul Cathedral, Saint Petersburg, Russia.By the summer of , Peter, then age , planned to take power from his halfsister Sophia, whose position had been weakened by two unsuccessful Crimean campaigns against the Crimean Khanate in an attempt to stop devastating Crimean Tatar raids into Russia's southern lands.\"}, {'key_phrase': 'tsar', 'context': \"Title \\nThe imperial title of Peter the Great was the following:\\nBy the grace of God, the most excellent and great sovereign emperor Pyotr Alekseevich the ruler of all the Russias: of Moscow, of Kiev, of Vladimir, of Novgorod, Tsar of Kazan, Tsar of Astrakhan and Tsar of Siberia, sovereign of Pskov, great prince of Smolensk, of Tver, of Yugorsk, of Perm, of Vyatka, of Bulgaria and others, sovereign and great prince of the Novgorod Lower lands, of Chernigov, of Ryazan, of Rostov, of Yaroslavl, of Belozersk, of Udora, of Kondia and the sovereign of all the northern lands, and the sovereign of the Iverian lands, of the Kartlian and Georgian Kings, of the Kabardin lands, of the Circassian and Mountain princes and many other states and lands western and eastern here and there and the successor and sovereign and ruler.The Church reform of Peter the Great therefore abolished the Patriarchy, replacing it with a Holy Synod that was under the control of a Procurator, and the Tsar appointed all bishops.In , Peter followed the advice of Theophan Prokopovich in designing the Holy Synod as a council of ten clergymen.The rebellion was easily crushed before Peter returned home from England; of the Tsar's troops, only one was killed.The Tsar retained some Finnish lands close to Saint Petersburg, which he had made his capital in .Consequently, the Boyar Duma (a council of Russian nobles) chose the yearold Peter to become Tsar, with his mother as regent.The Tsar helped with the construction of an East Indiaman ship specially laid down for him: Peter and Paul.The Tsar's navy was powerful enough that the Russians could penetrate Sweden.According to Roger Tavernier, Peter the Great later acquired De Wilde's collection.Thanks to the mediation of Nicolaes Witsen, mayor of Amsterdam and an expert on Russia, the Tsar was given the opportunity to gain practical experience in the largest shipyard in the world, belonging to the Dutch East India Company, for a period of four months.He adopted the title of Emperor in place of the old title of Tsar in , and founded and developed the city of Saint Petersburg, which remained the capital of Russia until .Gavrila Golovkin, the State Chancellor, was the first to add the Great, Father of His Country, Emperor of All the Russias to Peter's traditional title Tsar following a speech by the archbishop of Pskov in .On  January  Peter organized a farewell party and invited Johan Huydecoper van Maarsseveen, who had to sit between Lefort and the Tsar and drink.During his stay the Tsar engaged many skilled workers such as builders of locks, fortresses, shipwrights, and seamen—including Cornelis Cruys, a viceadmiral who became, under Franz Lefort, the Tsar's advisor in maritime affairs.He was educated  from an early age by several tutors  commissioned by his father, Tsar Alexis of Russia, most notably Nikita Zotov, Patrick Gordon, and Paul Menesius.In  and , the Tsar revisited the Netherlands and went to see Herman Boerhaave.Peter could not tolerate the patriarch exercising power superior to the Tsar, as indeed had happened in the case of Philaret (–) and Nikon (–).\"}, {'key_phrase': 'saint petersburg', 'context': \"While the Poles fought the Swedes, Peter founded the city of Saint Petersburg in , in Ingermanland (a province of the Swedish Empire that he had captured).The Tsar retained some Finnish lands close to Saint Petersburg, which he had made his capital in .However, within twelve years all the territories would be ceded back to Persia, now led by the charismatic military genius Nader Shah, as part of the Treaties of Resht and Ganja respectively, and the RussoPersian alliance against the Ottoman Empire, which was the common enemy of both.Peter introduced new taxes to fund improvements in Saint Petersburg.In  the construction of Peterhof, a palace near Saint Petersburg, was completed.He adopted the title of Emperor in place of the old title of Tsar in , and founded and developed the city of Saint Petersburg, which remained the capital of Russia until .Peter valued Catherine and married her again (this time officially) at Saint Isaac's Cathedral in Saint Petersburg on  February .He forbade the building of stone edifices outside Saint Petersburg, which he intended to become Russia's capital, so that all stonemasons could participate in the construction of the new city.However, the formation of local elites domestically was not his main priority, and the first Russian university—Saint Petersburg State University—was founded only a year before his death, in .Between  and , and from  to , Saint Petersburg was the capital of imperial Russia.He is interred in Saints Peter and Paul Cathedral, Saint Petersburg, Russia.He studied the English techniques of citybuilding he would later use to great effect at Saint Petersburg.The Embassy next went to Leipzig, Dresden, Prague and Vienna.\"}, {'key_phrase': 'great', 'context': \"Title \\nThe imperial title of Peter the Great was the following:\\nBy the grace of God, the most excellent and great sovereign emperor Pyotr Alekseevich the ruler of all the Russias: of Moscow, of Kiev, of Vladimir, of Novgorod, Tsar of Kazan, Tsar of Astrakhan and Tsar of Siberia, sovereign of Pskov, great prince of Smolensk, of Tver, of Yugorsk, of Perm, of Vyatka, of Bulgaria and others, sovereign and great prince of the Novgorod Lower lands, of Chernigov, of Ryazan, of Rostov, of Yaroslavl, of Belozersk, of Udora, of Kondia and the sovereign of all the northern lands, and the sovereign of the Iverian lands, of the Kartlian and Georgian Kings, of the Kabardin lands, of the Circassian and Mountain princes and many other states and lands western and eastern here and there and the successor and sovereign and ruler.The Church reform of Peter the Great therefore abolished the Patriarchy, replacing it with a Holy Synod that was under the control of a Procurator, and the Tsar appointed all bishops.In , Peter followed the advice of Theophan Prokopovich in designing the Holy Synod as a council of ten clergymen.He studied the English techniques of citybuilding he would later use to great effect at Saint Petersburg.The Embassy next went to Leipzig, Dresden, Prague and Vienna.Western writers and political analysts recounted The Testimony or secret will of Peter the Great.January] ), most commonly known as Peter the Great, was a monarch of Russia who modernised it and made it a European power.Taking advantage of the profitable situation, Peter launched the RussoPersian War of –, otherwise known as The Persian Expedition of Peter the Great, which drastically increased Russian influence for the first time in the Caucasus and Caspian Sea region, and prevented the Ottoman Empire from making territorial gains in the region.Great Northern War \\n\\nPeter made a temporary peace with the Ottoman Empire that allowed him to keep the captured fort of Azov, and turned his attention to Russian maritime supremacy.According to Roger Tavernier, Peter the Great later acquired De Wilde's collection.Thanks to the mediation of Nicolaes Witsen, mayor of Amsterdam and an expert on Russia, the Tsar was given the opportunity to gain practical experience in the largest shipyard in the world, belonging to the Dutch East India Company, for a period of four months.Gavrila Golovkin, the State Chancellor, was the first to add the Great, Father of His Country, Emperor of All the Russias to Peter's traditional title Tsar following a speech by the archbishop of Pskov in .Stalin wrote in , when Peter the Great, who had to deal with more developed countries in the West, feverishly built works in factories for supplying the army and strengthening the country's defenses, this was an original attempt to leap out of the framework of backwardness.Marriages and family \\n\\nPeter the Great had two wives, with whom he had fourteen children, three of whom survived to adulthood.In , the Treaty of Nystad ended the Great Northern War.He commanded all of his courtiers and officials to wear European clothing and cut off their long beards, causing his Boyars, who were very fond of their beards, great upset.\"}, {'key_phrase': 'russian affairs', 'context': 'Still, Peter could not acquire actual control over Russian affairs.'}]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(keyword_context_mapping[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sv6TH03saK35",
        "outputId": "448c5aa8-dbc8-4abe-9505-764670a319c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'key_phrase': 'russia', 'context': \"After considerable success and the capture of many provinces and cities in the Caucasus and northern mainland Persia, the Safavids were forced to hand over territory to Russia, comprising Derbent, Shirvan, Gilan, Mazandaran, Baku, and Astrabad.Russia was illprepared to fight the Swedes, and their first attempt at seizing the Baltic coast ended in disaster at the Battle of Narva in .January] ), most commonly known as Peter the Great, was a monarch of Russia who modernised it and made it a European power.Swedish king Charles XII turned his attention to Russia, invading it in .Slavophiles in midth century deplored Peter's westernization of Russia.Russia had defeated what was considered to be one of the world's best militaries, and the victory overturned the view that Russia was militarily incompetent.One means of achieving this end was the introduction of taxes for long beards and robes in September .In his process to westernize Russia, he wanted members of his family to marry other European royalty.After the battle near Åland, Sweden made peace with all powers but Russia by .It supposedly revealed his grand evil plot for Russia to control the world via conquest of Constantinople, Afghanistan and India.On  October , soon after peace was made with Sweden, he was officially proclaimed Emperor of All Russia.Peter later put his knowledge of shipbuilding to use in helping build Russia's navy.On  January , Alexis died, leaving the sovereignty to Peter's elder halfbrother, the weak and sickly Feodor III of Russia.As a result, Soviet historiography emphasizes both the positive achievement and the negative factor of oppressing the common people.After the fall of Communism in , scholars and the general public in Russia and the West gave fresh attention to Peter and his role in Russian history.In turn, Russia paid two million Riksdaler and surrendered most of Finland.Jacob de Wilde, a collectorgeneral with the Admiralty of Amsterdam, had a wellknown collection of art and coins, and De Wilde's daughter Maria de Wilde made an engraving of the meeting between Peter and her father, providing visual evidence of the beginning of the West European classical tradition in Russia.Riasanovsky points to a paradoxical dichotomy in the black and white images such as God/Antichrist, educator/ignoramus, architect of Russia's greatness/destroyer of national culture, father of his country/scourge of the common man.The Tsaritsa had borne Peter three children, although only one, Alexei Petrovich, Tsarevich of Russia, had survived past his childhood.It was a forgery made in Paris at Napoleon's command when he started his invasion of Russia in .Vodarsky said in  that Peter, did not lead the country on the path of accelerated economic, political and social development, did not force it to 'achieve a leap' through several stages.... On the contrary, these actions to the greatest degree put a brake on Russia's progress and created conditions for holding it back for one and a half centuries!Grand Embassy \\n\\nPeter knew that Russia could not face the Ottoman Empire alone.After crossing into Russia, Charles defeated Peter at Golovchin in July.He ruled the Tsardom of Russia from  May [O.S.Peter's reforms had a lasting impact on Russia, and many institutions of the Russian government trace their origins to his reign.James Cracraft argues:\\n\\nThe Petrine revolution in Russia—subsuming in this phrase the many military, naval, governmental, educational, architectural, linguistic, and other internal reforms enacted by Peter’s regime to promote Russia’s rise as a major European power—was essentially a cultural revolution, one that profoundly impacted both the basic constitution of the Russian Empire and, perforce, its subsequent development.Without his signature no Senate decision could go into effect; the Senate became one of the most important institutions of Imperial Russia.According to Roger Tavernier, Peter the Great later acquired De Wilde's collection.Thanks to the mediation of Nicolaes Witsen, mayor of Amsterdam and an expert on Russia, the Tsar was given the opportunity to gain practical experience in the largest shipyard in the world, belonging to the Dutch East India Company, for a period of four months.He adopted the title of Emperor in place of the old title of Tsar in , and founded and developed the city of Saint Petersburg, which remained the capital of Russia until .He forbade the building of stone edifices outside Saint Petersburg, which he intended to become Russia's capital, so that all stonemasons could participate in the construction of the new city.Between  and , and from  to , Saint Petersburg was the capital of imperial Russia.Sophia, one of Alexis' daughters from his first marriage, led a rebellion of the Streltsy (Russia's elite military corps) in April–May .Reign \\n\\nPeter implemented sweeping reforms aimed at modernizing Russia.As part of an agreement with Poland that ceded Kiev to Russia, Peter was forced to wage war against the Crimean Khan and against the Khan's overlord, the Ottoman Sultan.In , Peter had his second wife, Catherine, crowned as Empress, although he remained Russia's actual ruler.For example, by the end of the century Russia came to export more iron than any other country in the world.To improve his nation's position on the seas, Peter sought more maritime outlets.Heavily influenced by his advisors from Western Europe, Peter reorganized the Russian army along modern lines and dreamed of making Russia a maritime power.Russia acquired Ingria, Estonia, Livonia, and a substantial portion of Karelia.Peter's other halfbrother, Ivan V of Russia, was next in line, but was chronically ill and of infirm mind.Later years \\n\\nPeter's last years were marked by further reform in Russia.He was educated  from an early age by several tutors  commissioned by his father, Tsar Alexis of Russia, most notably Nikita Zotov, Patrick Gordon, and Paul Menesius.He is interred in Saints Peter and Paul Cathedral, Saint Petersburg, Russia.By the summer of , Peter, then age , planned to take power from his halfsister Sophia, whose position had been weakened by two unsuccessful Crimean campaigns against the Crimean Khanate in an attempt to stop devastating Crimean Tatar raids into Russia's southern lands.\"}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def get_question(context):\n",
        "  qa_list = qg.generate(\n",
        "      context,\n",
        "      num_questions=1, \n",
        "      answer_style='all'\n",
        "  )\n",
        "  return qa_list[0]['question']"
      ],
      "metadata": {
        "id": "aEiK1wuRHoZJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "get_question(keyword_context_mapping[1]['context']) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        },
        "id": "3QjqxWi78zqx",
        "outputId": "1b428023-9830-4d96-9602-f6e2ed15f83d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"Where is Peter's grave?\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#now we associate a question for each key-phrase\n",
        "for element in keyword_context_mapping:\n",
        "  question = get_question(element['context'])\n",
        "  element['question'] = question"
      ],
      "metadata": {
        "id": "smbpnh5L6YsG",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "789a62cb-519b-4b81-d9f0-7219c0106794"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n",
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n",
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n",
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n",
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n",
            "Generating questions...\n",
            "\n",
            "Evaluating QA pairs...\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Question Answering"
      ],
      "metadata": {
        "id": "bJDZnnf9bQGL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#not a very good model\n",
        "model_name = \"MaRiOrOsSi/t5-base-finetuned-question-answering\"\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
        "model = AutoModelWithLMHead.from_pretrained(model_name)\n",
        "index = random.randint(0, len(keyword_context_mapping) - 1)\n",
        "question = keyword_context_mapping[index]['question']\n",
        "context = clean_text#\"42 is the answer to life, the universe and everything\"\n",
        "input = f\"question: {question} context: {context}\"\n",
        "encoded_input = tokenizer([input],\n",
        "                             return_tensors='pt',\n",
        "                             max_length=512,\n",
        "                             truncation=True)\n",
        "output = model.generate(input_ids = encoded_input.input_ids,\n",
        "                            attention_mask = encoded_input.attention_mask)\n",
        "output = tokenizer.decode(output[0], skip_special_tokens=True)\n",
        "print(question)\n",
        "print(output)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VKTajJqqJWcr",
        "outputId": "861f5151-c5fa-4f82-ee2d-2522400b2f02"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Who was the first to add the title of the emperor to Peter the Great?\n",
            "Alexander the Great\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## using haystack\n",
        "\n"
      ],
      "metadata": {
        "id": "NAlducE-SXHd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%%bash\n",
        "\n",
        "nvidia-smi"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Jwwe9a_da5-i",
        "outputId": "3d0f3129-5a8d-440e-80f0-f06576d8713d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Thu Sep 22 13:54:30 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   48C    P0    27W /  70W |   2434MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip uninstall git+https://github.com/deepset-ai/haystack.git#egg=farm-haystack[colab]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "03JGsfSIi_gq",
        "outputId": "484dffa0-9953-4766-c429-c2f059cbf7d4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found existing installation: farm-haystack 1.10.0rc0\n",
            "Uninstalling farm-haystack-1.10.0rc0:\n",
            "  Would remove:\n",
            "    /usr/local/lib/python3.7/dist-packages/farm_haystack-1.10.0rc0.dist-info/*\n",
            "    /usr/local/lib/python3.7/dist-packages/haystack/*\n",
            "Proceed (Y/n)? y\n",
            "  Successfully uninstalled farm-haystack-1.10.0rc0\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[0m"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "id": "iRPzDLG2j2Yr",
        "outputId": "3317f01c-022c-4f3d-a970-145b4d1c792a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.22.1-py3-none-any.whl (4.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m30.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.28.1)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (21.3)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (6.0)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2022.6.2)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.9.1)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.64.1)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.12.1)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.21.6)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers) (4.12.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.8.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.9.0->transformers) (4.1.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers) (3.0.9)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers) (3.8.1)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.26.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.1.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2022.6.15)\n",
            "Installing collected packages: transformers\n",
            "Successfully installed transformers-4.22.1\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[0m"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "transformers"
                ]
              }
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bash\n",
        "\n",
        "pip install --upgrade pip\n",
        "pip install git+https://github.com/deepset-ai/haystack.git#egg=farm-haystack[colab]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6oluDrUsa-T_",
        "outputId": "4f4d9b83-bd95-4ac7-833b-62a5efa10f24"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (22.2.2)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting farm-haystack[colab]\n",
            "  Cloning https://github.com/deepset-ai/haystack.git to /tmp/pip-install-6x4rrvcm/farm-haystack_4d99afe49fbe4d638e5f0a962bc08d2b\n",
            "  Resolved https://github.com/deepset-ai/haystack.git to commit 820742cac7c6d8426bb9d465106193cf79944686\n",
            "  Installing build dependencies: started\n",
            "  Installing build dependencies: finished with status 'done'\n",
            "  Getting requirements to build wheel: started\n",
            "  Getting requirements to build wheel: finished with status 'done'\n",
            "  Preparing metadata (pyproject.toml): started\n",
            "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (2.6.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (4.64.1)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.3.5)\n",
            "Requirement already satisfied: seqeval in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.2.2)\n",
            "Requirement already satisfied: langdetect in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.0.9)\n",
            "Requirement already satisfied: mlflow in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.29.0)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (4.12.0)\n",
            "Requirement already satisfied: mmh3 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (3.0.0)\n",
            "Requirement already satisfied: elastic-apm in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (6.12.0)\n",
            "Requirement already satisfied: huggingface-hub>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (0.9.1)\n",
            "Requirement already satisfied: elasticsearch<7.11,>=7.7 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (7.10.1)\n",
            "Requirement already satisfied: scikit-learn>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.0.2)\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (3.7)\n",
            "Requirement already satisfied: more-itertools in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (8.14.0)\n",
            "Requirement already satisfied: tika in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.24)\n",
            "Requirement already satisfied: sentence-transformers>=2.2.0 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (2.2.2)\n",
            "Requirement already satisfied: jsonschema in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (4.3.3)\n",
            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.7.3)\n",
            "Requirement already satisfied: python-docx in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (0.8.11)\n",
            "Requirement already satisfied: pydantic in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.9.2)\n",
            "Requirement already satisfied: quantulum3 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (0.7.10)\n",
            "Requirement already satisfied: posthog in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (2.1.2)\n",
            "Requirement already satisfied: rapidfuzz<2.8.0,>=2.0.15 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (2.7.0)\n",
            "Requirement already satisfied: torch<1.13,>1.9 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.12.1+cu113)\n",
            "Collecting transformers==4.21.2\n",
            "  Using cached transformers-4.21.2-py3-none-any.whl (4.7 MB)\n",
            "Requirement already satisfied: azure-ai-formrecognizer>=3.2.0b2 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (3.2.0)\n",
            "Requirement already satisfied: dill in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (0.3.5.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (2.28.1)\n",
            "Requirement already satisfied: grpcio==1.47.0 in /usr/local/lib/python3.7/dist-packages (from farm-haystack[colab]) (1.47.0)\n",
            "Requirement already satisfied: six>=1.5.2 in /usr/local/lib/python3.7/dist-packages (from grpcio==1.47.0->farm-haystack[colab]) (1.15.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (3.8.0)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (21.3)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (6.0)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (1.21.6)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (2022.6.2)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers==4.21.2->farm-haystack[colab]) (0.12.1)\n",
            "Requirement already satisfied: azure-common~=1.1 in /usr/local/lib/python3.7/dist-packages (from azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (1.1.28)\n",
            "Requirement already satisfied: msrest>=0.6.21 in /usr/local/lib/python3.7/dist-packages (from azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (0.7.1)\n",
            "Requirement already satisfied: azure-core<2.0.0,>=1.23.0 in /usr/local/lib/python3.7/dist-packages (from azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (1.25.1)\n",
            "Requirement already satisfied: typing-extensions>=4.0.1 in /usr/local/lib/python3.7/dist-packages (from azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (4.1.1)\n",
            "Requirement already satisfied: urllib3<2,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from elasticsearch<7.11,>=7.7->farm-haystack[colab]) (1.26.12)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from elasticsearch<7.11,>=7.7->farm-haystack[colab]) (2022.6.15)\n",
            "Requirement already satisfied: jarowinkler<2.0.0,>=1.2.0 in /usr/local/lib/python3.7/dist-packages (from rapidfuzz<2.8.0,>=2.0.15->farm-haystack[colab]) (1.2.1)\n",
            "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests->farm-haystack[colab]) (2.1.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->farm-haystack[colab]) (2.10)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=1.0.0->farm-haystack[colab]) (1.1.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=1.0.0->farm-haystack[colab]) (3.1.0)\n",
            "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=2.2.0->farm-haystack[colab]) (0.1.97)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from sentence-transformers>=2.2.0->farm-haystack[colab]) (0.13.1+cu113)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->farm-haystack[colab]) (3.8.1)\n",
            "Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema->farm-haystack[colab]) (22.1.0)\n",
            "Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema->farm-haystack[colab]) (5.9.0)\n",
            "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema->farm-haystack[colab]) (0.18.1)\n",
            "Requirement already satisfied: gunicorn<21 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (20.1.0)\n",
            "Requirement already satisfied: sqlalchemy<2,>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (1.4.41)\n",
            "Requirement already satisfied: pytz<2023 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (2022.2.1)\n",
            "Requirement already satisfied: Flask<3 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (1.1.4)\n",
            "Requirement already satisfied: alembic<2 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (1.8.1)\n",
            "Requirement already satisfied: click<9,>=7.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (7.1.2)\n",
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            "Requirement already satisfied: prometheus-flask-exporter<1 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (0.20.3)\n",
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            "Requirement already satisfied: cloudpickle<3 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (1.5.0)\n",
            "Requirement already satisfied: protobuf<5,>=3.12.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (3.17.3)\n",
            "Requirement already satisfied: sqlparse<1,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->farm-haystack[colab]) (0.4.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->farm-haystack[colab]) (2.8.2)\n",
            "Requirement already satisfied: monotonic>=1.5 in /usr/local/lib/python3.7/dist-packages (from posthog->farm-haystack[colab]) (1.6)\n",
            "Requirement already satisfied: backoff<2.0.0,>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from posthog->farm-haystack[colab]) (1.11.1)\n",
            "Requirement already satisfied: lxml>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from python-docx->farm-haystack[colab]) (4.9.1)\n",
            "Requirement already satisfied: inflect in /usr/local/lib/python3.7/dist-packages (from quantulum3->farm-haystack[colab]) (2.1.0)\n",
            "Requirement already satisfied: num2words in /usr/local/lib/python3.7/dist-packages (from quantulum3->farm-haystack[colab]) (0.5.12)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from tika->farm-haystack[colab]) (57.4.0)\n",
            "Requirement already satisfied: Mako in /usr/local/lib/python3.7/dist-packages (from alembic<2->mlflow->farm-haystack[colab]) (1.2.2)\n",
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            "Requirement already satisfied: tabulate>=0.7.7 in /usr/local/lib/python3.7/dist-packages (from databricks-cli<1,>=0.8.7->mlflow->farm-haystack[colab]) (0.8.10)\n",
            "Requirement already satisfied: oauthlib>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from databricks-cli<1,>=0.8.7->mlflow->farm-haystack[colab]) (3.2.0)\n",
            "Requirement already satisfied: websocket-client>=0.32.0 in /usr/local/lib/python3.7/dist-packages (from docker<7,>=4.0.0->mlflow->farm-haystack[colab]) (1.4.1)\n",
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            "Requirement already satisfied: isodate>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from msrest>=0.6.21->azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (0.6.1)\n",
            "Requirement already satisfied: requests-oauthlib>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from msrest>=0.6.21->azure-ai-formrecognizer>=3.2.0b2->farm-haystack[colab]) (1.3.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers==4.21.2->farm-haystack[colab]) (3.0.9)\n",
            "Requirement already satisfied: prometheus-client in /usr/local/lib/python3.7/dist-packages (from prometheus-flask-exporter<1->mlflow->farm-haystack[colab]) (0.14.1)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.7/dist-packages (from sqlalchemy<2,>=1.4.0->mlflow->farm-haystack[colab]) (1.1.3)\n",
            "Requirement already satisfied: docopt>=0.6.2 in /usr/local/lib/python3.7/dist-packages (from num2words->quantulum3->farm-haystack[colab]) (0.6.2)\n",
            "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->sentence-transformers>=2.2.0->farm-haystack[colab]) (7.1.2)\n",
            "Requirement already satisfied: smmap<6,>=3.0.1 in /usr/local/lib/python3.7/dist-packages (from gitdb<5,>=4.0.1->gitpython<4,>=2.1.0->mlflow->farm-haystack[colab]) (5.0.0)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask<3->mlflow->farm-haystack[colab]) (2.0.1)\n",
            "Building wheels for collected packages: farm-haystack\n",
            "  Building wheel for farm-haystack (pyproject.toml): started\n",
            "  Building wheel for farm-haystack (pyproject.toml): finished with status 'done'\n",
            "  Created wheel for farm-haystack: filename=farm_haystack-1.10.0rc0-py3-none-any.whl size=681301 sha256=5eb0cfe630ec483584b347709925275b4c14eff696018ba2dde0c3bb130649e7\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-y7_5c84z/wheels/a7/05/3b/9b33368d9af06a39f8e6af2e97fa2af876e893ade323cfc2c9\n",
            "Successfully built farm-haystack\n",
            "Installing collected packages: transformers, farm-haystack\n",
            "  Attempting uninstall: transformers\n",
            "    Found existing installation: transformers 4.22.1\n",
            "    Uninstalling transformers-4.22.1:\n",
            "      Successfully uninstalled transformers-4.22.1\n",
            "Successfully installed farm-haystack-1.10.0rc0 transformers-4.21.2\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING: 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\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/deepset-ai/haystack.git /tmp/pip-install-6x4rrvcm/farm-haystack_4d99afe49fbe4d638e5f0a962bc08d2b\n",
            "WARNING: 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\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from haystack.utils import launch_es\n",
        "\n",
        "launch_es()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cz1S9-h0bW3-",
        "outputId": "27f00baf-bdc4-4bd6-a0c0-f31f55c168c6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:haystack.utils.doc_store:Tried to start Elasticsearch through Docker but this failed. It is likely that there is already an existing Elasticsearch instance running. \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Option 2: In Colab / No Docker environments: Start Elasticsearch from source\n",
        "! wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
        "! tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
        "! chown -R daemon:daemon elasticsearch-7.9.2\n",
        "\n",
        "import os\n",
        "from subprocess import Popen, PIPE, STDOUT\n",
        "\n",
        "es_server = Popen(\n",
        "    [\"elasticsearch-7.9.2/bin/elasticsearch\"], stdout=PIPE, stderr=STDOUT, preexec_fn=lambda: os.setuid(1)  # as daemon\n",
        ")\n",
        "# wait until ES has started\n",
        "! sleep 30"
      ],
      "metadata": {
        "id": "6xBkSjj4crS9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# import os\n",
        "# from haystack.document_stores import ElasticsearchDocumentStore\n",
        "\n",
        "# # Get the host where Elasticsearch is running, default to localhost\n",
        "# host = os.environ.get(\"ELASTICSEARCH_HOST\", \"localhost\")\n",
        "# document_store = ElasticsearchDocumentStore(host=host, username=\"\", password=\"\", index=\"document\")"
      ],
      "metadata": {
        "id": "liyTLj_JhtNx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from haystack.document_stores import ElasticsearchDocumentStore\n",
        "text1 = \"Python is an interpreted, high-level, general-purpose programming language. Created by Guido van Rossum and first released in 1991, Python's design philosophy emphasizes code readability with its notable use of significant whitespace.\"\n",
        "text2 = \"Princess Arya Stark is the third child and second daughter of Lord Eddard Stark and his wife, Lady Catelyn Stark. She is the sister of the incumbent Westerosi monarchs, Sansa, Queen in the North, and Brandon, King of the Andals and the First Men. After narrowly escaping the persecution of House Stark by House Lannister, Arya is trained as a Faceless Man at the House of Black and White in Braavos, using her abilities to avenge her family. Upon her return to Westeros, she exacts retribution for the Red Wedding by exterminating the Frey male line.\"\n",
        "text3 = \"Dry Cleaning are an English post-punk band who formed in South London in 2018.[3] The band is composed of vocalist Florence Shaw, guitarist Tom Dowse, bassist Lewis Maynard and drummer Nick Buxton. They are noted for their use of spoken word primarily in lieu of sung vocals, as well as their unconventional lyrics. Their musical stylings have been compared to Wire, Magazine and Joy Division.[4] The band released their debut single, 'Magic of Meghan' in 2019. Shaw wrote the song after going through a break-up and moving out of her former partner's apartment the same day that Meghan Markle and Prince Harry announced they were engaged.[5] This was followed by the release of two EPs that year: Sweet Princess in August and Boundary Road Snacks and Drinks in October. The band were included as part of the NME 100 of 2020,[6] as well as DIY magazine's Class of 2020.[7] The band signed to 4AD in late 2020 and shared a new single, 'Scratchcard Lanyard'.[8] In February 2021, the band shared details of their debut studio album, New Long Leg. They also shared the single 'Strong Feelings'.[9] The album, which was produced by John Parish, was released on 2 April 2021.[10]\"\n",
        "\n",
        "docs = [{\"content\": clean_text}]#, {\"content\": text2}, {\"content\": text3}\n",
        "\n",
        "document_store = ElasticsearchDocumentStore()\n",
        "document_store.write_documents(docs)"
      ],
      "metadata": {
        "id": "58p1cVbRiNFo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# An in-memory TfidfRetriever based on Pandas dataframes\n",
        "from haystack.nodes import TfidfRetriever\n",
        "\n",
        "retriever = TfidfRetriever(document_store=document_store)"
      ],
      "metadata": {
        "id": "PQljFy1ejwf_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from haystack.nodes import FARMReader\n",
        "\n",
        "\n",
        "# Load a  local model or any of the QA models on\n",
        "# Hugging Face's model hub (https://huggingface.co/models)\n",
        "reader = FARMReader(model_name_or_path=\"deepset/roberta-base-squad2\", use_gpu=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 209,
          "referenced_widgets": [
            "595897b3f40c4c4e9bf7ffc65381a70a",
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            "b29552f9b69640e681434683863b27aa"
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        },
        "id": "Jtpz4jyOjwVC",
        "outputId": "039b9109-39f4-4034-a5e5-1f2e707a3c49"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading config.json:   0%|          | 0.00/571 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "511e21d8e4e14d28bbaef98779335424"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "348db36bfce64245ab587525b6de9b7a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "Downloading merges.txt:   0%|          | 0.00/446k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from haystack.pipelines import ExtractiveQAPipeline\n",
        "\n",
        "pipe = ExtractiveQAPipeline(reader, retriever)"
      ],
      "metadata": {
        "id": "6EUUN4NnjwMd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_answer(question):\n",
        "  prediction = pipe.run(\n",
        "      query= question, params={\"Retriever\": {\"top_k\": 10}, \"Reader\": {\"top_k\": 5}}\n",
        "  )\n",
        "  answer = (prediction['answers'][0])\n",
        "  return answer.to_dict()['answer']\n"
      ],
      "metadata": {
        "id": "gbj3kVUdxM2K"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for element in keyword_context_mapping:\n",
        "  answer = get_answer(element['question'])\n",
        "  element['answer'] = answer"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZcnTWFh2wwMp",
        "outputId": "5953d3f7-7ffa-4743-ada1-be7405dce5ea"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "keyword_context_mapping[3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ITwGisWVyE7J",
        "outputId": "90557b76-8ea9-423b-c8c0-9743dd2f4f09"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'key_phrase': 'saint petersburg',\n",
              " 'context': \"While the Poles fought the Swedes, Peter founded the city of Saint Petersburg in , in Ingermanland (a province of the Swedish Empire that he had captured).He is interred in Saints Peter and Paul Cathedral, Saint Petersburg, Russia.However, the formation of local elites domestically was not his main priority, and the first Russian university—Saint Petersburg State University—was founded only a year before his death, in .The Tsar retained some Finnish lands close to Saint Petersburg, which he had made his capital in .In  the construction of Peterhof, a palace near Saint Petersburg, was completed.Peter valued Catherine and married her again (this time officially) at Saint Isaac's Cathedral in Saint Petersburg on  February .He forbade the building of stone edifices outside Saint Petersburg, which he intended to become Russia's capital, so that all stonemasons could participate in the construction of the new city.Between  and , and from  to , Saint Petersburg was the capital of imperial Russia.However, within twelve years all the territories would be ceded back to Persia, now led by the charismatic military genius Nader Shah, as part of the Treaties of Resht and Ganja respectively, and the RussoPersian alliance against the Ottoman Empire, which was the common enemy of both.Peter introduced new taxes to fund improvements in Saint Petersburg.He adopted the title of Emperor in place of the old title of Tsar in , and founded and developed the city of Saint Petersburg, which remained the capital of Russia until .He studied the English techniques of citybuilding he would later use to great effect at Saint Petersburg.The Embassy next went to Leipzig, Dresden, Prague and Vienna.\",\n",
              " 'question': 'What was the capital of Russia?',\n",
              " 'answer': 'St Petersburg'}"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd"
      ],
      "metadata": {
        "id": "dzzFLLkt4Qyr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.DataFrame.from_dict(keyword_context_mapping)\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "id": "zAz245zG3zNi",
        "outputId": "f7e5e728-6a51-4c6a-c145-536348aa5200"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         key_phrase  \\\n",
              "0             peter   \n",
              "1            russia   \n",
              "2              tsar   \n",
              "3  saint petersburg   \n",
              "4             great   \n",
              "5   russian affairs   \n",
              "\n",
              "                                                                           context  \\\n",
              "0  Peter decided that all of the children of the nobility should have some earl...   \n",
              "1  On  October , soon after peace was made with Sweden, he was officially procl...   \n",
              "2  The rebellion was easily crushed before Peter returned home from England; of...   \n",
              "3  While the Poles fought the Swedes, Peter founded the city of Saint Petersbur...   \n",
              "4  The Church reform of Peter the Great therefore abolished the Patriarchy, rep...   \n",
              "5              Still, Peter could not acquire actual control over Russian affairs.   \n",
              "\n",
              "                                                                   question  \\\n",
              "0  What was the first attempt to leap out of the framework of backwardness?   \n",
              "1                                                   Where is Peter's grave?   \n",
              "2     Who was the first to add the title of the emperor to Peter the Great?   \n",
              "3                                           What was the capital of Russia?   \n",
              "4         What did Peter learn from the English techniques of citybuilding?   \n",
              "5                                                                         ?   \n",
              "\n",
              "                                                      answer  \n",
              "0                          seek the aid of European monarchs  \n",
              "1  Saints Peter and Paul Cathedral, Saint Petersburg, Russia  \n",
              "2                                           Gavrila Golovkin  \n",
              "3                                              St Petersburg  \n",
              "4                                               great effect  \n",
              "5                      The imperial title of Peter the Great  "
            ],
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              "      <th>0</th>\n",
              "      <td>peter</td>\n",
              "      <td>Peter decided that all of the children of the nobility should have some earl...</td>\n",
              "      <td>What was the first attempt to leap out of the framework of backwardness?</td>\n",
              "      <td>seek the aid of European monarchs</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>russia</td>\n",
              "      <td>On  October , soon after peace was made with Sweden, he was officially procl...</td>\n",
              "      <td>Where is Peter's grave?</td>\n",
              "      <td>Saints Peter and Paul Cathedral, Saint Petersburg, Russia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>tsar</td>\n",
              "      <td>The rebellion was easily crushed before Peter returned home from England; of...</td>\n",
              "      <td>Who was the first to add the title of the emperor to Peter the Great?</td>\n",
              "      <td>Gavrila Golovkin</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>saint petersburg</td>\n",
              "      <td>While the Poles fought the Swedes, Peter founded the city of Saint Petersbur...</td>\n",
              "      <td>What was the capital of Russia?</td>\n",
              "      <td>St Petersburg</td>\n",
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              "      <th>4</th>\n",
              "      <td>great</td>\n",
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              "      <td>great effect</td>\n",
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              "      <th>5</th>\n",
              "      <td>russian affairs</td>\n",
              "      <td>Still, Peter could not acquire actual control over Russian affairs.</td>\n",
              "      <td>?</td>\n",
              "      <td>The imperial title of Peter the Great</td>\n",
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              "  </tbody>\n",
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              "\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-cfe8ec11-bbe0-4945-a857-f7f986f75a75');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "we can see at index 5 of our dataframe there's no question just a question mark which needs more investigation"
      ],
      "metadata": {
        "id": "bmvoe38eotHp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.to_csv('/content/key_phrases.csv')"
      ],
      "metadata": {
        "id": "xYlc-ueoF22I"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!cp key_phrases.csv \"drive/MyDrive/datasets/\""
      ],
      "metadata": {
        "id": "ld3_pM38GmbR"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}