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"top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + } + } + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "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", + "9e10200df4fb47de8d11d919506fd420", + "f5420a7a84324b6aab69555cf2c4c28e", + "96554632324f4f4d8f51add8ded21c58", + "c23e78ce9eed4d2f8bd7453fb76f1813", + "d47a34125e0445d69e2e8b42709e3be7", + "198e22ecb91e4d0bbe659227e0263471", + "0b0663698db5484294f8cf0f4c9a7b8f", + "93dc353d29ac415abaf193f9e9da83ab", + "86c324181fa74c2483ef80064f23248e", + "b3f78454700b44f690716acb5ba9405e", + "e87a4d67ef534786b8be863eb55a8240", + "feaadea50b75486d9605c3f1b063bee2", + "9691c795b5534a09a3db391d13dc6337", + "12412cb52fa844e1aec2799b6df43f52", + "447f364655974be8b923f26261fa4635", + "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": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0ff56e11acfb42138ba524ebcdc664cb", + "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": "2f5f23d75292466985974cbc025d9058", + "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": "68a1ab12e17a4ba5b87f3ad55f6e488e", + "version_minor": 0, + "version_major": 2 + }, + "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", + "bd34099fedfa436c9567678aebd8e1d1", + "b860bd97046a4f5b93a5550a5b9a61b6", + "6032c576323540e1b6f47f2ff0f1d6b2", + "2dc45394f108468ea977eb797dae4682", + "39a08aba8f474fc0854e94febee2b4e0", + "19a943f30f884893badaafb1aa5a48a7", + "8c498364dd904bbebb68a5277396d9b3", + "6e5c0103307b4c7a84f10e496b92b741", + "4906ff20a11a497ea7d84bf030581c5e", + "1fa1810f1d794a50bd776f681394410c", + "ad01de75faf54ac595c540342bfbd16c", + "b3e04bba6f5348c1b6a0d5c818c09e2a", + "dc1a584f4d8a40eca39bd2efed426eec", + "1dc95b92e9db4eeb82851c679f709f8c", + "5ba3a07444d049ef99947ab336b20c07", + "19f6ee3c487c405c9ea9e0bfadf31906", + "afb1ace8c86e4106a53dd4f0c26f7ec7", + "97caa06c0b324d3aa829abdc14af6b5a", + "088383be40254e9e80f242bada211795", + "d180068e0b894d7bb0cf2b86772c39bb", + "0f6d8f6cde8e4b55a26d6e5594a1b412", + "88824aa767d04222ad3c66ab8a80d4c1", + "9cecc5ca989a41c39d9836fd29581459", + "c035151659df42a581cfc9bed5f59b43", + "f8b5c6f268f14f17af6666fa6b03fea1", + "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": [] + } + ] +} \ No newline at end of file