question_generation.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/patil-suraj/question_generation/blob/master/question_generation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aweZgxXBDsOQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!pip install -U transformers==3.0.0"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4FARi6xuQ4IZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!python -m nltk.downloader punkt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QFldiKn8EIp5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!git clone https://github.com/patil-suraj/question_generation.git"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NAOgL63nEKIx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rk3X75xXRH5r",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "text = \"Python is an interpreted, high-level, general-purpose programming language. Created by Guido van Rossum \\\n",
        "and first released in 1991, Python's design philosophy emphasizes code \\\n",
        "readability with its notable use of significant whitespace.\"\n",
        "\n",
        "text2 = \"Gravity (from Latin gravitas, meaning 'weight'), or gravitation, is a natural phenomenon by which all \\\n",
        "things with mass or energy—including planets, stars, galaxies, and even light—are brought toward (or gravitate toward) \\\n",
        "one another. On Earth, gravity gives weight to physical objects, and the Moon's gravity causes the ocean tides. \\\n",
        "The gravitational attraction of the original gaseous matter present in the Universe caused it to begin coalescing \\\n",
        "and forming stars and caused the stars to group together into galaxies, so gravity is responsible for many of \\\n",
        "the large-scale structures in the Universe. Gravity has an infinite range, although its effects become increasingly \\\n",
        "weaker as objects get further away\"\n",
        "\n",
        "text3 = \"42 is the answer to life, universe and everything.\"\n",
        "\n",
        "text4 = \"Forrest Gump is a 1994 American comedy-drama film directed by Robert Zemeckis and written by Eric Roth. \\\n",
        "It is based on the 1986 novel of the same name by Winston Groom and stars Tom Hanks, Robin Wright, Gary Sinise, \\\n",
        "Mykelti Williamson and Sally Field. The story depicts several decades in the life of Forrest Gump (Hanks), \\\n",
        "a slow-witted but kind-hearted man from Alabama who witnesses and unwittingly influences several defining \\\n",
        "historical events in the 20th century United States. The film differs substantially from the novel.\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MvBFbCVGELuW",
        "colab_type": "text"
      },
      "source": [
        "## Single task QA"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oy_T1CiVVNuH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "17b5299e-2720-4f75-ca80-4a03b9665bfd"
      },
      "source": [
        "%cd question_generation"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/question_generation\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UxoSS2_WEMvx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from pipelines import pipeline"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SFSZiIc0StHY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "nlp = pipeline(\"question-generation\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oZy5F8sjSv2W",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "657d6e1d-6a79-4531-de23-2af5c28ca713"
      },
      "source": [
        "nlp(text3)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': '42',\n",
              "  'question': 'What is the answer to life, universe and everything?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1DHB0dDqTb-o",
        "colab_type": "text"
      },
      "source": [
        "If you want to use the t5-base model, then pass the path through model parameter"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_050CddNTWeU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "nlp = pipeline(\"question-generation\", model=\"valhalla/t5-base-qg-hl\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "px6v-bKOTy87",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "fbc302e3-66bf-42cd-c8a3-874896c459d0"
      },
      "source": [
        "nlp(text3)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': '42',\n",
              "  'question': 'What is the answer to life, universe and everything?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiYInRhOT2Fn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 134
        },
        "outputId": "51d944ed-3ed1-4de7-e706-5e6cb3f7e207"
      },
      "source": [
        "nlp(text4)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'Robert Zemeckis', 'question': 'Who directed Forrest Gump?'},\n",
              " {'answer': 'Eric Roth', 'question': 'Who directed Forrest Gump?'},\n",
              " {'answer': '1986',\n",
              "  'question': \"In what year was Winston Groom's novel published?\"},\n",
              " {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n",
              " {'answer': 'differs substantially from the novel',\n",
              "  'question': 'How does Forrest Gump compare to the novel?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XB_UuedZT3Lj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "outputId": "ca013472-11e8-4577-af1d-d8f1b080bb40"
      },
      "source": [
        "nlp(text2)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'gravitation', 'question': 'What is another name for gravity?'},\n",
              " {'answer': 'Earth',\n",
              "  'question': 'On what planet does gravity give weight to physical objects?'},\n",
              " {'answer': 'galaxies', 'question': 'What do the stars in the Universe form?'},\n",
              " {'answer': 'infinite range', 'question': 'What is the range of gravity?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "egRuC8QFUy0v",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8uiG6_NQVCIz",
        "colab_type": "text"
      },
      "source": [
        "## Multitask QA-QG"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y_PKMG28VhxM",
        "colab_type": "text"
      },
      "source": [
        "### small-model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nAkVmsH9VEIu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "nlp = pipeline(\"multitask-qa-qg\")"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8dRiLecTVk8E",
        "colab_type": "text"
      },
      "source": [
        "#### QG"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GKA65C51VLGu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "c164bac6-6857-43f1-b895-e42103c87c57"
      },
      "source": [
        "nlp(text)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'Python',\n",
              "  'question': 'What is an interpreted, high-level, general-purpose programming language?'},\n",
              " {'answer': 'Guido van Rossum', 'question': 'Who created Python?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jAAxbcwzVXlV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 134
        },
        "outputId": "c58e2a5e-5267-408d-b45e-634f93cb4c90"
      },
      "source": [
        "nlp(text2)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'gravitation',\n",
              "  'question': 'What is a natural phenomenon called when all things with mass or energy are brought toward one another?'},\n",
              " {'answer': 'Earth',\n",
              "  'question': 'On what planet does gravity give weight to physical objects?'},\n",
              " {'answer': 'galaxies', 'question': 'What did the stars group together into?'},\n",
              " {'answer': 'infinite range',\n",
              "  'question': 'What kind of range does Gravity have?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a81EN_WWVpae",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "a33e9833-9c04-4347-f841-433860c2a097"
      },
      "source": [
        "nlp(text4)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'Robert Zemeckis', 'question': 'Who directed Forrest Gump?'},\n",
              " {'answer': 'Eric Roth', 'question': 'Who wrote Forrest Gump?'},\n",
              " {'answer': '1986', 'question': 'In what year was Forrest Gump based?'},\n",
              " {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n",
              " {'answer': 'differs substantially from the novel',\n",
              "  'question': 'What does Forrest Gump differ from the novel?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m9c2CkhhVsxs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SuOL3X_XV28R",
        "colab_type": "text"
      },
      "source": [
        "#### QA"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xe-v3I8aV4En",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "e43c25ed-e310-4875-af90-7a3f29847361"
      },
      "source": [
        "nlp({\n",
        "  \"question\": \"Who created Python ?\",\n",
        "  \"context\": text\n",
        "})"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic": {
              "type": "string"
            },
            "text/plain": [
              "'Guido van Rossum'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZchZFXPuWI62",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "baef6806-e2e1-4ea7-ba9b-3077d638ac1a"
      },
      "source": [
        "nlp({\n",
        "    \"question\": \"Who wrote Forrest Gump ?\",\n",
        "     \"context\": text4\n",
        "})"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic": {
              "type": "string"
            },
            "text/plain": [
              "'Eric Roth'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ARBRwBj5WVga",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gEk-EU9UWaBr",
        "colab_type": "text"
      },
      "source": [
        "### base-model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qx1KjJzaWa-a",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310,
          "referenced_widgets": [
            "cf72d967d81444f9b93a1cbe2f5e4eb6",
            "f05b8fb4c7764f9caff4eba3d866c5e8",
            "8df06c887e5f4629b5392c068dda1204",
            "48a87f26c0e145c79bcacb7a66f2e03c",
            "fbbeaf73ff094cc29a62694fd00289da",
            "57af1dc901794180a0c3a0ad598a0fec",
            "dcdd610bc53549109eff5ee720030702",
            "ec840a9a88d647eda8090fba3768d36a",
            "c75db10073d6493aa9834c789537dc4a",
            "f07cb8f47ccb41728ed60b9ba64ddee8",
            "ca0feacb455b4d00a9db55caa335f7e9",
            "11da8c1e1d024b6e8cbb6de0efa47380",
            "5bff9fcea04d458dad3de823aa714873",
            "19fdf701402e4eae9925288271e9b451",
            "2f1d5aeea19c46448381385e567245bd",
            "d46d560becfc4da281f51e67a12b29b1",
            "8a65f1aedc7749ccb66db78aa9852c45",
            "0221a5ef69194cf6973ea823ff202c65",
            "34d93b3fe1704ed38b5dceee3f777daa",
            "f10552ead0394059a49b553a6d2ffbc9",
            "8dd03805a6fb4413a5225f0b38233cae",
            "31f933d9c20845b8b7b7aba903878f64",
            "3dfad120fef440b9aed00ee86df227fa",
            "fd48fb6d8ff6497c893e6b988746cec6",
            "0788251f4ea64c8084da30213e5bae4c",
            "de987e3495914bd3bf05fca5f0411595",
            "06402537a8fd42bda097759eb76519cb",
            "d1b088bfd7c84df4bfe125d64152da2e",
            "4791b0873f354c758e626837ebfeb5ff",
            "90ffeb50fe374fec91476463f9748738",
            "7180636e594e4c69ad73b22cbba633c0",
            "9760bd142c844c6d8c0c7a63ad22c020",
            "85e2b7c6a3964c7eb1ffc8fc74737600",
            "9890ecc31a2c4bdaa7c9f2aeb8dcde4a",
            "864ec70ff2ca47a6ac48d4bb67126b46",
            "9e12cbbe986d498290844708378f93a0",
            "c01125ec848344959c88f7e090723d6f",
            "35e37f582bad448a9f95e73c5375433b",
            "34aab39b61db49ada48366e68faedc5a",
            "82c653628f4c4bb8bf2b6bd49c7ae102",
            "1e3fec599654493284a8e9febd1734de",
            "c800ebd19e4141c3952a5e64061710a0",
            "ce175483b07742398ee572bd32346000",
            "665614a60eab4caba1c152d2cd71a33a",
            "4039b52964244324b7ad4dcb72f766dc",
            "055e538c3245473bb9ccc507492ae084",
            "a8889b2e8071450383475710e240fd81",
            "920b1612f1bf469a81770461ec07cf0e"
          ]
        },
        "outputId": "0c7e1230-e132-4a6e-ad9a-537d30133ec6"
      },
      "source": [
        "nlp = pipeline(\"multitask-qa-qg\", model=\"valhalla/t5-base-qa-qg-hl\")"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "cf72d967d81444f9b93a1cbe2f5e4eb6",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=629.0, style=ProgressStyle(description_…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c75db10073d6493aa9834c789537dc4a",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=791656.0, style=ProgressStyle(descripti…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8a65f1aedc7749ccb66db78aa9852c45",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=31.0, style=ProgressStyle(description_w…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0788251f4ea64c8084da30213e5bae4c",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=65.0, style=ProgressStyle(description_w…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "85e2b7c6a3964c7eb1ffc8fc74737600",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=90.0, style=ProgressStyle(description_w…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1e3fec599654493284a8e9febd1734de",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=891612585.0, style=ProgressStyle(descri…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SL5Cgm2XWikl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "IwCA0sjtWldK"
      },
      "source": [
        "#### QG"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "1Q89FhL1WldS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        },
        "outputId": "6a1c87f7-4601-4412-e21a-dded713ba188"
      },
      "source": [
        "nlp(text)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'Python',\n",
              "  'question': 'What programming language was created by Guido van Rossum?'},\n",
              " {'answer': 'Guido van Rossum', 'question': 'Who created Python?'},\n",
              " {'answer': '1991', 'question': 'Who created Python?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "Xwby-LJpWldj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "5e464b23-0609-4e51-92e7-18a440ffd2dc"
      },
      "source": [
        "nlp(text2)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': 'gravitation', 'question': 'What is another name for gravity?'},\n",
              " {'answer': 'Earth',\n",
              "  'question': 'On what planet does gravity give weight to physical objects?'},\n",
              " {'answer': 'galaxies', 'question': 'What do the stars form into?'},\n",
              " {'answer': 'weaker',\n",
              "  'question': \"Gravity's effects become what as objects get further away?\"}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "iTO5g4glWldp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "908e10a6-8d0d-4134-97f5-f142c7116bf4"
      },
      "source": [
        "nlp(text4)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'answer': '1994', 'question': 'When was Forrest Gump released?'},\n",
              " {'answer': '1986',\n",
              "  'question': \"In what year was Winston Groom's novel based on Forrest Gump?\"},\n",
              " {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n",
              " {'answer': 'novel',\n",
              "  'question': 'Forrest Gump differs substantially from what?'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "_YIZtVu8Wldw",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "qh46cnicWld1"
      },
      "source": [
        "#### QA"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "67nbW-dgWld2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "348f1bbf-eccf-4b10-f455-71a389411dce"
      },
      "source": [
        "nlp({\n",
        "  \"question\": \"Who created Python ?\",\n",
        "  \"context\": text\n",
        "})"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic": {
              "type": "string"
            },
            "text/plain": [
              "'Guido van Rossum'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "2Ew7vRA2Wld6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "950d9949-1ed8-4041-8c47-80eb025dd1f8"
      },
      "source": [
        "nlp({\n",
        "    \"question\": \"Who wrote Forrest Gump ?\",\n",
        "     \"context\": text4\n",
        "})"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic": {
              "type": "string"
            },
            "text/plain": [
              "'Eric Roth'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "0CkkYm6aWld-",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z_Wq-2nuXDvl",
        "colab_type": "text"
      },
      "source": [
        "## End-to-End QG"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xS4XfQh0X3W8",
        "colab_type": "text"
      },
      "source": [
        "### small model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mzJjXzpmXG7t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310,
          "referenced_widgets": [
            "596c754de829409fbafc768d6157d1ba",
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            "b3f78454700b44f690716acb5ba9405e",
            "e87a4d67ef534786b8be863eb55a8240",
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            "0ff56e11acfb42138ba524ebcdc664cb",
            "dbbd825fd25949408c836238b0b8119e",
            "5ab4c3dbcd834437a3ea4b512b875f65",
            "4ef7f6001ec44d11af53c23c1a4e5368",
            "d440bbd4fe414f568d3d5136279a6b79",
            "40a77051f36349d6a6e4f94554331839",
            "9fe094b25570406db96cb643f5320b09",
            "eb0f17ee32b04ba3844f609066bf7484",
            "2f5f23d75292466985974cbc025d9058",
            "b1eb7e8892604cf995c8a7749904f166",
            "e770c99833df4c838ba632cb5af35920",
            "7abd8e9099dc4ba2be5593940e3d69ee",
            "656c13ab65bf40f691c14d3d7c9dd6d6",
            "74075048891040a2b7da864cef5a3f23",
            "413fab342b03411cbcb97b58b0450086",
            "57fef133ea4b4c1f85388b9487b0032f",
            "68a1ab12e17a4ba5b87f3ad55f6e488e",
            "fcf7a63396ae408b8e2570aaa69a7ef1",
            "e3b79fc7017c4135afae4c47b8e5e7cb",
            "2b8c1735915c4c0b82e7faa92b45c281",
            "1dadb55aade34302b54d6a4e5b82207a",
            "2a1fcedd1d4f4f0099ec72c1acb30419",
            "29e5c0b0b02f44dea7be3589d2327e0b",
            "fefa681970db4c259c2e1aeb93abd6d5",
            "b69b3fcb5e4d48b192f6aa7f45f01889",
            "b08383598a1848118730f57ab4a44215",
            "9ac10c77ff6b48978edc68ae9bc33cb9",
            "faf5ec950167410f8dc89363f0c3c627",
            "4b41626100c34fc081dd1cefb0fc0211",
            "9fd4d4e6bcb444aeb115b9cec2b5252f",
            "e0342c84e1404c93972fdb8cad71b363",
            "c469ebd9fe344f92938478390737c523"
          ]
        },
        "outputId": "41677aa0-9bdf-4d23-a879-bdd87e34f1a5"
      },
      "source": [
        "nlp = pipeline(\"e2e-qg\")"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "596c754de829409fbafc768d6157d1ba",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1348.0, style=ProgressStyle(description…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "93dc353d29ac415abaf193f9e9da83ab",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=791656.0, style=ProgressStyle(descripti…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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              "model_id": "0ff56e11acfb42138ba524ebcdc664cb",
              "version_minor": 0,
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            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=31.0, style=ProgressStyle(description_w…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
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              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1786.0, style=ProgressStyle(description…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
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            "application/vnd.jupyter.widget-view+json": {
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            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=124.0, style=ProgressStyle(description_…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "b69b3fcb5e4d48b192f6aa7f45f01889",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=242013376.0, style=ProgressStyle(descri…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LMdylLZhXOED",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        },
        "outputId": "055ff255-a788-45f4-b0ab-563d5075e115"
      },
      "source": [
        "nlp(text)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 54. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Who created Python?',\n",
              " 'When was Python first released?',\n",
              " \"What is Python's design philosophy?\"]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jd_2-fvYXaXb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "outputId": "cbc7807b-3a7d-4f21-ae13-1e7959e01330"
      },
      "source": [
        "nlp(text2)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 161. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['What is the Latin word for gravitas?',\n",
              " 'What does gravity give weight to on Earth?',\n",
              " \"The Moon's gravity causes what?\",\n",
              " 'Gravity has an infinite range, but its effects become weaker as objects get further away?']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bpDIQV3RXeAU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        },
        "outputId": "8751cd92-0893-4e33-8151-c35efb67caf2"
      },
      "source": [
        "nlp(text4)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 135. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Who directed the 1994 American comedy-drama film Forrest Gump?',\n",
              " 'What is the name of the 1986 film that stars Tom Hanks, Robin Wright, Gary Sinise, Mykelti Williamson, and Sally Field?',\n",
              " 'Who is the author of the 1994 film forrest gump? What is Forrest a film that is based on?']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BDo01sKdXjfG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CNBlsV_eX9mm",
        "colab_type": "text"
      },
      "source": [
        "### base-model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B5oUJ5_0X_Je",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310,
          "referenced_widgets": [
            "354f7a87bb71411795bc63d11189094b",
            "7600126083074eac9d68a285ca1b51ce",
            "eb9fb93a24f242f987e1fd6993c717e0",
            "277f08f8db154f29a23c087fa32b4cdf",
            "d8178120b6e04b43b17163b3f35b8c2a",
            "224671f61e8a473a87070572a74d0081",
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            "6032c576323540e1b6f47f2ff0f1d6b2",
            "2dc45394f108468ea977eb797dae4682",
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            "19a943f30f884893badaafb1aa5a48a7",
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            "1fa1810f1d794a50bd776f681394410c",
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            "dc1a584f4d8a40eca39bd2efed426eec",
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            "19f6ee3c487c405c9ea9e0bfadf31906",
            "afb1ace8c86e4106a53dd4f0c26f7ec7",
            "97caa06c0b324d3aa829abdc14af6b5a",
            "088383be40254e9e80f242bada211795",
            "d180068e0b894d7bb0cf2b86772c39bb",
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            "c035151659df42a581cfc9bed5f59b43",
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            "724cdb6f5b78444e87b10f383f85923a",
            "135b9811faba4960a3cebf8ad49f3f05",
            "849ccde622f941c482e6c179763348a4",
            "50eb6e47233340e5af9d0c809e24b30e",
            "1a00e3b126494f6aa42a1739944cecb1",
            "61a0cb3a3bb445b28bc29322179aa54f",
            "c38d04838c9c4c47b9b8d90e7297a931",
            "9748513b6c524dd3972b48041b0ac989",
            "f56e1ca817f14b7ab8a2f40b2826f930",
            "7e88959c5b7240818378e8ff75f63708",
            "591ae711a57f4fa2b8f3d67a8f94d507",
            "e34ea489ea824b81bc5bbaf07aec79ca",
            "5db14e649c2c4ef095c31f2ed4d71094",
            "2abf9fbf4e2f4d87bb73fc4eb2bebdc9",
            "8c12a663bbd342979337e2e2ba029219",
            "d9840f3af0a94581824ce3459773fcb7",
            "69b4598ae36348448d6bc8b31f6fee41"
          ]
        },
        "outputId": "d7d73f47-e92f-4e5f-dd30-85dc6c7d1a62"
      },
      "source": [
        "nlp = pipeline(\"e2e-qg\", model=\"valhalla/t5-base-e2e-qg\")"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "354f7a87bb71411795bc63d11189094b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1350.0, style=ProgressStyle(description…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6032c576323540e1b6f47f2ff0f1d6b2",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=791656.0, style=ProgressStyle(descripti…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ad01de75faf54ac595c540342bfbd16c",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=31.0, style=ProgressStyle(description_w…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "088383be40254e9e80f242bada211795",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1786.0, style=ProgressStyle(description…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "135b9811faba4960a3cebf8ad49f3f05",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=195.0, style=ProgressStyle(description_…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "7e88959c5b7240818378e8ff75f63708",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=891608946.0, style=ProgressStyle(descri…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8lY3vzbgYCm3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        },
        "outputId": "e3544994-dc8a-4734-f406-f85c71e080d5"
      },
      "source": [
        "nlp(text)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 54. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Who created Python?',\n",
              " 'When was Python first released?',\n",
              " \"What is Python's design philosophy?\"]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pWzd3JFQYI2O",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "outputId": "9a0f5db8-e337-47ce-a6da-d0c056bf3187"
      },
      "source": [
        "nlp(text2)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 161. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['What is the Latin word for gravitation?',\n",
              " 'What does gravity give to physical objects on Earth?',\n",
              " \"The Moon's gravity causes what?\",\n",
              " 'Gravity has an infinite range, but its effects become weaker as objects get further away?']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KHnw2ZlNYKNz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "outputId": "dc902645-aee4-44d9-d3a5-a53d0ff2425a"
      },
      "source": [
        "nlp(text4)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your max_length is set to 256, but you input_length is only 135. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Who directed Forrest Gump?',\n",
              " 'Who wrote the book of the same name?',\n",
              " \"What is the name of the film based on Winston Groom's novel?\",\n",
              " 'Which actor stars in the film?']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TMY7ZLdYYUkL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}