{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "O-W2ZQ6CN-gZ", "pycharm": { "name": "#%% md\n" } }, "source": [ "# Query Classifier Tutorial\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial14_Query_Classifier.ipynb)\n", "\n", "In this tutorial we introduce the query classifier the goal of introducing this feature was to optimize the overall flow of Haystack pipeline by detecting the nature of user queries. Now, the Haystack can detect primarily three types of queries using both light-weight SKLearn Gradient Boosted classifier or Transformer based more robust classifier. The three categories of queries are as follows:\n", "\n", "\n", "### 1. Keyword Queries: \n", "Such queries don't have semantic meaning and merely consist of keywords. For instance these three are the examples of keyword queries.\n", "\n", "* arya stark father\n", "* jon snow country\n", "* arya stark younger brothers\n", "\n", "### 2. Interrogative Queries: \n", "In such queries users usually ask a question, regardless of presence of \"?\" in the query the goal here is to detect the intent of the user whether any question is asked or not in the query. For example:\n", "\n", "* who is the father of arya stark ?\n", "* which country was jon snow filmed ?\n", "* who are the younger brothers of arya stark ?\n", "\n", "### 3. Declarative Queries: \n", "Such queries are variation of keyword queries, however, there is semantic relationship between words. Fo example:\n", "\n", "* Arya stark was a daughter of a lord.\n", "* Jon snow was filmed in a country in UK.\n", "* Bran was brother of a princess.\n", "\n", "In this tutorial, you will learn how the `TransformersQueryClassifier` and `SklearnQueryClassifier` classes can be used to intelligently route your queries, based on the nature of the user query. Also, you can choose between a lightweight Gradients boosted classifier or a transformer based classifier.\n", "\n", "Furthermore, there are two types of classifiers you can use out of the box from Haystack.\n", "1. Keyword vs Statement/Question Query Classifier\n", "2. Statement vs Question Query Classifier\n", "\n", "As evident from the name the first classifier detects the keywords search queries and semantic statements like sentences/questions. The second classifier differentiates between question based queries and declarative sentences." ] }, { "cell_type": "markdown", "metadata": { "id": "yaaKv3_ZN-gb", "pycharm": { "name": "#%% md\n" } }, "source": [ "### Prepare environment\n", "\n", "#### Colab: Enable the GPU runtime\n", "Make sure you enable the GPU runtime to experience decent speed in this tutorial. \n", "**Runtime -> Change Runtime type -> Hardware accelerator -> GPU**\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "id": "TNlqD5HeN-gc", "pycharm": { "name": "#%% md\n" } }, "source": [ "These lines are to install Haystack through pip" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CjA5n5lMN-gd", "outputId": "da688e25-ad0e-41d3-94cf-581858fc05a4", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting grpcio-tools==1.34.1\n", " Downloading 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querystring-parser, prometheus-flask-exporter, platformdirs, opencensus-context, huggingface-hub, gunicorn, gitpython, docker, distlib, databricks-cli, blessings, backports.entry-points-selectable, azure-storage-blob, aniso8601, alembic, aiohttp, virtualenv, validators, ujson, transformers, torch, starlette, seqeval, sentencepiece, redis, rdflib, pydantic, py-spy, pluggy, opencensus, mlflow, h11, gpustat, flask-restplus, flask-cors, dotmap, colorama, boto3, asgiref, aioredis, aiohttp-cors, weaviate-client, uvloop, uvicorn, tox, tika, sqlalchemy-utils, SPARQLWrapper, ray, python-multipart, python-docx, pymilvus, psycopg2-binary, mmh3, langdetect, httptools, fastapi, farm, faiss-cpu, elasticsearch, elastic-apm, farm-haystack\n", " Attempting uninstall: urllib3\n", " Found existing installation: urllib3 1.24.3\n", " Uninstalling urllib3-1.24.3:\n", " Successfully uninstalled urllib3-1.24.3\n", " Attempting uninstall: Werkzeug\n", " Found existing installation: Werkzeug 1.0.1\n", " Uninstalling Werkzeug-1.0.1:\n", " Successfully uninstalled Werkzeug-1.0.1\n", " Attempting uninstall: tqdm\n", " Found existing installation: tqdm 4.41.1\n", " Uninstalling tqdm-4.41.1:\n", " Successfully uninstalled tqdm-4.41.1\n", " Attempting uninstall: torch\n", " Found existing installation: torch 1.9.0+cu102\n", " Uninstalling torch-1.9.0+cu102:\n", " Successfully uninstalled torch-1.9.0+cu102\n", " Attempting uninstall: pluggy\n", " Found existing installation: pluggy 0.7.1\n", " Uninstalling pluggy-0.7.1:\n", " Successfully uninstalled pluggy-0.7.1\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "torchvision 0.10.0+cu102 requires torch==1.9.0, but you have torch 1.8.1 which is incompatible.\n", "torchtext 0.10.0 requires torch==1.9.0, but you have torch 1.8.1 which is incompatible.\n", "pytest 3.6.4 requires pluggy<0.8,>=0.5, but you have pluggy 0.13.1 which is incompatible.\n", "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", "Successfully installed Mako-1.1.4 SPARQLWrapper-1.8.5 Werkzeug-0.16.1 aiohttp-3.7.4.post0 aiohttp-cors-0.7.0 aioredis-2.0.0 alembic-1.4.1 aniso8601-9.0.1 asgiref-3.4.1 async-timeout-3.0.1 azure-core-1.17.0 azure-storage-blob-12.8.1 backports.entry-points-selectable-1.1.0 blessings-1.7 boto3-1.18.15 botocore-1.21.15 colorama-0.4.4 cryptography-3.4.7 databricks-cli-0.14.3 distlib-0.3.2 docker-5.0.0 dotmap-1.3.24 elastic-apm-6.3.3 elasticsearch-7.10.0 faiss-cpu-1.7.1.post2 farm-0.8.0 farm-haystack-0.9.0 fastapi-0.68.0 flask-cors-3.0.10 flask-restplus-0.13.0 gitdb-4.0.7 gitpython-3.1.18 gpustat-0.6.0 gunicorn-20.1.0 h11-0.12.0 httptools-0.2.0 huggingface-hub-0.0.8 isodate-0.6.0 jmespath-0.10.0 langdetect-1.0.9 mlflow-1.13.1 mmh3-3.0.0 msrest-0.6.21 multidict-5.1.0 opencensus-0.7.13 opencensus-context-0.1.2 platformdirs-2.2.0 pluggy-0.13.1 prometheus-flask-exporter-0.18.2 psycopg2-binary-2.9.1 py-spy-0.3.8 pydantic-1.8.2 pymilvus-1.1.2 python-docx-0.8.11 python-editor-1.0.4 python-multipart-0.0.5 querystring-parser-1.2.4 ray-1.5.0 rdflib-6.0.0 redis-3.5.3 s3transfer-0.5.0 sacremoses-0.0.45 sentencepiece-0.1.96 seqeval-1.2.2 smmap-4.0.0 sqlalchemy-utils-0.37.8 starlette-0.14.2 tika-1.24 tokenizers-0.10.3 torch-1.8.1 tox-3.24.1 tqdm-4.62.0 transformers-4.6.1 ujson-4.0.2 urllib3-1.25.11 uvicorn-0.14.0 uvloop-0.14.0 validators-0.18.2 virtualenv-20.7.0 weaviate-client-2.5.0 websocket-client-1.1.1 yarl-1.6.3\n", "Reading package lists... Done\n", "Building dependency tree \n", "Reading state information... Done\n", "The following additional packages will be installed:\n", " libgail-common libgail18 libgtk2.0-0 libgtk2.0-bin libgtk2.0-common\n", " libgvc6-plugins-gtk libxdot4\n", "Suggested packages:\n", " gvfs\n", "The following NEW packages will be installed:\n", " libgail-common libgail18 libgraphviz-dev libgtk2.0-0 libgtk2.0-bin\n", " libgtk2.0-common libgvc6-plugins-gtk libxdot4\n", "0 upgraded, 8 newly installed, 0 to remove and 40 not upgraded.\n", "Need to get 2,120 kB of archives.\n", "After this operation, 7,128 kB of additional disk space will be used.\n", "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-common all 2.24.32-1ubuntu1 [125 kB]\n", "Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-0 amd64 2.24.32-1ubuntu1 [1,769 kB]\n", "Get:3 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgail18 amd64 2.24.32-1ubuntu1 [14.2 kB]\n", "Get:4 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgail-common amd64 2.24.32-1ubuntu1 [112 kB]\n", "Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libxdot4 amd64 2.40.1-2 [15.7 kB]\n", "Get:6 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgvc6-plugins-gtk amd64 2.40.1-2 [18.2 kB]\n", "Get:7 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgraphviz-dev amd64 2.40.1-2 [57.3 kB]\n", "Get:8 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-bin amd64 2.24.32-1ubuntu1 [7,536 B]\n", "Fetched 2,120 kB in 2s (1,352 kB/s)\n", "Selecting previously unselected package libgtk2.0-common.\n", "(Reading database ... 160837 files and directories currently installed.)\n", "Preparing to unpack .../0-libgtk2.0-common_2.24.32-1ubuntu1_all.deb ...\n", "Unpacking libgtk2.0-common (2.24.32-1ubuntu1) ...\n", "Selecting previously unselected package libgtk2.0-0:amd64.\n", "Preparing to unpack .../1-libgtk2.0-0_2.24.32-1ubuntu1_amd64.deb ...\n", "Unpacking libgtk2.0-0:amd64 (2.24.32-1ubuntu1) ...\n", "Selecting previously unselected package libgail18:amd64.\n", "Preparing to unpack .../2-libgail18_2.24.32-1ubuntu1_amd64.deb ...\n", "Unpacking libgail18:amd64 (2.24.32-1ubuntu1) ...\n", "Selecting previously unselected package libgail-common:amd64.\n", "Preparing to unpack .../3-libgail-common_2.24.32-1ubuntu1_amd64.deb ...\n", "Unpacking libgail-common:amd64 (2.24.32-1ubuntu1) ...\n", "Selecting previously unselected package libxdot4.\n", "Preparing to unpack .../4-libxdot4_2.40.1-2_amd64.deb ...\n", "Unpacking libxdot4 (2.40.1-2) ...\n", "Selecting previously unselected package libgvc6-plugins-gtk.\n", "Preparing to unpack .../5-libgvc6-plugins-gtk_2.40.1-2_amd64.deb ...\n", "Unpacking libgvc6-plugins-gtk (2.40.1-2) ...\n", "Selecting previously unselected package libgraphviz-dev.\n", "Preparing to unpack .../6-libgraphviz-dev_2.40.1-2_amd64.deb ...\n", "Unpacking libgraphviz-dev (2.40.1-2) ...\n", "Selecting previously unselected package libgtk2.0-bin.\n", "Preparing to unpack .../7-libgtk2.0-bin_2.24.32-1ubuntu1_amd64.deb ...\n", "Unpacking libgtk2.0-bin (2.24.32-1ubuntu1) ...\n", "Setting up libgtk2.0-common (2.24.32-1ubuntu1) ...\n", "Setting up libxdot4 (2.40.1-2) ...\n", "Setting up libgtk2.0-0:amd64 (2.24.32-1ubuntu1) ...\n", "Setting up libgail18:amd64 (2.24.32-1ubuntu1) ...\n", "Setting up libgail-common:amd64 (2.24.32-1ubuntu1) ...\n", "Setting up libgvc6-plugins-gtk (2.40.1-2) ...\n", "Setting up libgraphviz-dev (2.40.1-2) ...\n", "Setting up libgtk2.0-bin (2.24.32-1ubuntu1) ...\n", "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n", "Processing triggers for libc-bin (2.27-3ubuntu1.2) ...\n", "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n", "\n", "Collecting pygraphviz\n", " Downloading pygraphviz-1.7.zip (118 kB)\n", "\u001b[K |████████████████████████████████| 118 kB 9.6 MB/s \n", "\u001b[?25hBuilding wheels for collected packages: pygraphviz\n", " Building wheel for pygraphviz (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for pygraphviz: filename=pygraphviz-1.7-cp37-cp37m-linux_x86_64.whl size=165731 sha256=e956a5dbf87a503b3b4120e8f362c55c1bd0963020def309651ce28d993e5fce\n", " Stored in directory: /root/.cache/pip/wheels/8c/bc/0c/ac35392b72556e75107ff610cb31b313e8471918a6d280e34c\n", "Successfully built pygraphviz\n", "Installing collected packages: pygraphviz\n", "Successfully installed pygraphviz-1.7\n" ] } ], "source": [ "# Install the latest release of Haystack in your own environment\n", "#! pip install farm-haystack\n", "\n", "# Install the latest master of Haystack\n", "!pip install --upgrade pip\n", "!pip install git+https://github.com/deepset-ai/haystack.git#egg=farm-haystack[colab]\n", "\n", "# Install pygraphviz\n", "!apt install libgraphviz-dev\n", "!pip install pygraphviz\n", "\n", "# 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" ] }, { "cell_type": "markdown", "metadata": { "id": "fAfd2cOQN-gd", "pycharm": { "name": "#%% md\n" } }, "source": [ "If running from Colab or a no Docker environment, you will want to start Elasticsearch from source" ] }, { "cell_type": "markdown", "metadata": { "id": "Z7Tu5OQnN-ge", "pycharm": { "name": "#%% md\n" } }, "source": [ "## Initialization\n", "\n", "Here are some core imports" ] }, { "cell_type": "markdown", "metadata": { "id": "Vm9gqTioN-gf", "pycharm": { "name": "#%% md\n" } }, "source": [ "Then let's fetch some data (in this case, pages from the Game of Thrones wiki) and prepare it so that it can\n", "be used indexed into our `DocumentStore`" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "e827efc5cd744b55b7d7d702663b8250", "d7f2e3e918514031acf261116b690c5b", "e7c2e561bfdf49aa88814126e0471a58", "3838eb97db0f46a8828473c0e686f5df", "769ee7fdb9c549e2a8d7f0e0719477eb", "b64f5d69b6dc4f57894296991279b707", "f069997c1a114e46947c8a07cebc709b", "9cf11e92693141e6bb06462209b67b46", "02b9c7b799a846b6974eac600c0178ba", "667c145e9bef4f5b99fffda361a2ea47", "32325d4b51d04b47bde5794b174fbb26", "2c9841a834ec4e8fbae1990bc2b07a5c", "216fd635f06847c5a7daf25d543e321b", "fe18331098014a22aeb390730d35fedb", "b8dddaca70054b5cab955e0dab9d6d0a", "490edef475d646a2ba12b429c1244de4", "3817606563914b0ca26620da959a1fc4", "cbe8cc2b1394456bac529507081a2263", "a2a0402f1a63407190cf2a132a0bc2b6", 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"7389aaaf51f349c5aa745c29c08dcc66", "f374072420b947c3a5a9f4d3849d3334", "a762c482b84540beb350901ac7f0f46b", "f1238867e4e249c1a0daa553d459e98b", "00aaf9b5872940b8b055dbb27caccda6", "4bbce51f2459479f8a95064c17b73e2c", "3abc298844944bcca8615925d4cf36a5", "854d7275b81c443cb997a975164a3b99", "01781b50453c401785af24b5ea608440", "6476b24e759f4ae4ba594ec63190506c", "90755e4609454529b3246d1d5573cf26", "6d34f638e428428f8463026b19172847", "715a7b7b1c8444b5abc1c779f8f78cd1", "9f8dbb42b20a43799c4c5590be22cb30", "c3ca769e981a4e41929246c2b22bfb7c", "3ff47ea8d9a641cd9cfece170597dd51", "30a569a443254abebf4cb863c80c8253" ] }, "id": "Ig7dgfdHN-gg", "outputId": "62383a2b-d653-4f9f-e3a9-4b2cb90ee007", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/ray/autoscaler/_private/cli_logger.py:61: FutureWarning: Not all Ray CLI dependencies were found. In Ray 1.4+, the Ray CLI, autoscaler, and dashboard will only be usable via `pip install 'ray[default]'`. Please update your install command.\n", " \"update your install command.\", FutureWarning)\n", "08/06/2021 15:42:27 - INFO - haystack.preprocessor.utils - Fetching from https://s3.eu-central-1.amazonaws.com/deepset.ai-farm-qa/datasets/documents/wiki_gameofthrones_txt.zip to `data/article_txt_got`\n", "100%|██████████| 1095120/1095120 [00:00<00:00, 1226455.24B/s]\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/27_Game_of_Thrones__Season_4__soundtrack_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/160_Viserys_Targaryen.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/195_World_of_A_Song_of_Ice_and_Fire.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/118_Dark_Wings__Dark_Words.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/340_Roose_Bolton.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/75_Blackwater__Game_of_Thrones_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/514_Book_of_the_Stranger.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/23_Game_of_Thrones_Live_Concert_Experience.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/513_Oathbreaker__Game_of_Thrones_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/1_Dragonstone__Game_of_Thrones_episode_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/394_Game_of_Thrones__2014_video_game_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/39_Renly_Baratheon.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/145_Elio_M._García_Jr._and_Linda_Antonsson.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/73_A_Man_Without_Honor.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/356_Tales_of_Dunk_and_Egg.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/358_A_Game_of_Thrones__Genesis.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/446_A_Golden_Crown.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/74_The_Prince_of_Winterfell.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/317_The_Broken_Man.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/24_Game_of_Thrones__Season_1__soundtrack_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/212_The_Children__Game_of_Thrones_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/129_Second_Sons.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/359_Kill_the_Boy.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/11_The_Dragon_and_the_Wolf.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/12_Fire.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/21_The_Bear_and_the_Maiden_Fair__song_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/453_Game_of_Thrones__2012_video_game_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/121_The_Bear_and_the_Maiden_Fair.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/488_Brienne_of_Tarth.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/57_The_Laws_of_Gods_and_Men.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/341_Ned_Stark.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/97_Tyrion_Lannister.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/263_Tormund_Giantsbane.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/232_Tommen_Baratheon.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/306_The_Dance_of_Dragons.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/443_The_Kingsroad.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/360_List_of_Game_of_Thrones_episodes.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/452_Fire_and_Blood__Game_of_Thrones_.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/28_Jorah_Mormont.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/480_Varys.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/487_Ramsay_Bolton.txt\n", "08/06/2021 15:42:28 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/134_Game_of_Thrones__Season_6__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/371_Cersei_Lannister.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/217_The_Rogue_Prince.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/475_A_Game_of_Thrones__role-playing_game_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/477_A_Dance_with_Dragons.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/504_List_of_A_Song_of_Ice_and_Fire_video_games.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/369_Samwell_Tarly.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/330_Oberyn_Martell.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/378_A_Game_of_Thrones__board_game_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/481_Sandor_Clegane.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/0_Game_of_Thrones__season_8_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/447_You_Win_or_You_Die.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/469_Outline_of_A_Song_of_Ice_and_Fire_franchise.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/450_Baelor.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/86_Game_of_Thrones__season_4_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/501_Khal_Drogo.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/54_Two_Swords__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/456_Works_based_on_A_Song_of_Ice_and_Fire.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/198_A_Clash_of_Kings.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/40_Stannis_Baratheon.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/102_The_Princess_and_the_Queen.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/424_Night_King.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/87_Valar_Dohaeris.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/37_Joffrey_Baratheon.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/207_Jon_Snow__character_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/84_List_of_awards_and_nominations_received_by_Game_of_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/30_List_of_A_Song_of_Ice_and_Fire_characters.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/194_A_Song_of_Ice_and_Fire.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/402_A_Knight_of_the_Seven_Kingdoms__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/151_Ellaria_Sand.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/77_Game_of_Thrones_Ascent.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/25_Game_of_Thrones__Season_2__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/211_The_Watchers_on_the_Wall.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/445_The_Wolf_and_the_Lion.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/22_The_Rains_of_Castamere__song_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/119_Walk_of_Punishment.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/508_A_Game_of_Thrones__Second_Edition__card_game_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/347_Game_of_Thrones__season_2_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/400_Winterfell__Game_of_Thrones_episode_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/379_Davos_Seaworth.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/101_Titties_and_Dragons.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/229_Game_of_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/135_Game_of_Thrones__Season_7__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/53_The_Lion_and_the_Rose.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/197_A_Game_of_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/213_Valyrian_languages.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/33_David_Benioff.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/449_The_Pointy_End.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/512_Home__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/199_A_Storm_of_Swords.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/343_Catelyn_Stark.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/191_Gendry.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/10_Beyond_the_Wall__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/148_Game_of_Thrones__Winter_Is_Coming.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/67_Unbowed__Unbent__Unbroken.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/399_For_the_Throne__Music_Inspired_by_the_HBO_Series_Game_of_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/209_Mockingbird__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/55_Breaker_of_Chains.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/442_Game_of_Thrones__season_1_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/331_Bran_Stark.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/395_Game_of_Thrones__season_5_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/346_Ygritte.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/56_First_of_His_Name.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/9_Game_of_Thrones_Tapestry.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/2_Stormborn.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/146_The_Sons_of_the_Dragon.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/334_Rickon_Stark.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/367_Gregor_Clegane.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/332_Sansa_Stark.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/482_Petyr_Baelish.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/365_A_Song_of_Ice_and_Fire_Roleplaying.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/69_The_Red_Woman.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/362_Winter_Is_Coming.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/311_Game_of_Thrones__season_7_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/348_The_Winds_of_Winter.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/8_Eastwatch.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/410_The_Bells__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/85_Game_of_Thrones__Seven_Kingdoms.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/401_Power_Is_Power.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/98_Black_Friday__South_Park_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/228_Souad_Faress.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/214_Dothraki_language.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/408_The_Last_of_the_Starks.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/461_The_Winds_of_Winter__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/20_Light_of_the_Seven.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/130_Game_of_Thrones_title_sequence.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/373_Tywin_Lannister.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/26_Game_of_Thrones__Season_3__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/411_The_Iron_Throne__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/425_No_One__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/3_The_Queen_s_Justice.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/329_Robert_Baratheon.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/511_After_the_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/224_The_Night_Lands.txt\n", "08/06/2021 15:42:29 - 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Converting data/article_txt_got/368_Jaime_Lannister.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/444_Cripples__Bastards__and_Broken_Things.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/76_Valar_Morghulis.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/202_A_Feast_for_Crows.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/127_The_Climb__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/120_And_Now_His_Watch_Is_Ended.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/133_Game_of_Thrones__Season_5__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/304_Hardhome.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/210_The_Mountain_and_the_Viper.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/7_The_Spoils_of_War__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/136_Game_of_Thrones__Season_8__soundtrack_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/460_Battle_of_the_Bastards.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/52_Catch_the_Throne.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/154_Margaery_Tyrell.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/299_Rani_Mahal__TV_series_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/79_Thronecast.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/78_The_Rains_of_Castamere.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/435_White_Walker.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/420_Blood_of_My_Blood.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/43_Arya_Stark.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/126_Kissed_by_Fire.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/454_Music_of_Game_of_Thrones.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/407_The_Long_Night__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/349_List_of_Game_of_Thrones_characters.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - 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INFO - haystack.preprocessor.utils - Converting data/article_txt_got/515_The_Door__Game_of_Thrones_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/345_A_Game_of_Thrones__comics_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/51_Iron_Throne__A_Song_of_Ice_and_Fire_.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/218_Olenna_Tyrell.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/495_Hodor.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/233_Myrcella_Baratheon.txt\n", "08/06/2021 15:42:29 - INFO - haystack.preprocessor.utils - Converting data/article_txt_got/342_Theon_Greyjoy.txt\n", "08/06/2021 15:42:29 - INFO - haystack.utils - Starting Elasticsearch ...\n", "08/06/2021 15:42:29 - WARNING - haystack.utils - Tried to start Elasticsearch through Docker but this failed. It is likely that there is already an existing Elasticsearch instance running. \n", "08/06/2021 15:42:29 - INFO - elasticsearch - HEAD http://localhost:9200/ [status:200 request:0.072s]\n", "08/06/2021 15:42:30 - INFO - elasticsearch - PUT http://localhost:9200/document [status:200 request:0.331s]\n", "08/06/2021 15:42:30 - INFO - elasticsearch - PUT http://localhost:9200/label [status:200 request:0.183s]\n", "08/06/2021 15:42:30 - WARNING - haystack.document_store.elasticsearch - DEPRECATION WARNINGS: \n", " 1. delete_all_documents() method is deprecated, please use delete_documents method\n", " For more details, please refer to the issue: https://github.com/deepset-ai/haystack/issues/1045\n", " \n", "08/06/2021 15:42:30 - INFO - elasticsearch - POST http://localhost:9200/document/_delete_by_query [status:200 request:0.068s]\n", "08/06/2021 15:42:34 - INFO - elasticsearch - POST http://localhost:9200/_bulk?refresh=wait_for [status:200 request:1.673s]\n", "08/06/2021 15:42:35 - INFO - elasticsearch - POST http://localhost:9200/_bulk?refresh=wait_for [status:200 request:1.094s]\n", "08/06/2021 15:42:36 - INFO - elasticsearch - POST http://localhost:9200/_bulk?refresh=wait_for [status:200 request:1.065s]\n", "08/06/2021 15:42:37 - INFO - elasticsearch - POST http://localhost:9200/_bulk?refresh=wait_for [status:200 request:1.077s]\n", "08/06/2021 15:42:38 - INFO - elasticsearch - POST http://localhost:9200/_bulk?refresh=wait_for [status:200 request:1.061s]\n", "08/06/2021 15:42:38 - INFO - farm.utils - Using device: CUDA \n", "08/06/2021 15:42:38 - INFO - farm.utils - Number of GPUs: 1\n", "08/06/2021 15:42:38 - INFO - farm.utils - Distributed Training: False\n", "08/06/2021 15:42:38 - INFO - farm.utils - Automatic Mixed Precision: None\n", "08/06/2021 15:42:39 - INFO - filelock - Lock 140420549184400 acquired on /root/.cache/huggingface/transformers/4ad08b5f983c1384baaf257d8edf51a7a3961fd8c75a1778ac604e3c0b564dd9.d789d64ebfe299b0e416afc4a169632f903f693095b4629a7ea271d5a0cf2c99.lock\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e827efc5cd744b55b7d7d702663b8250", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading: 0%| | 0.00/232k [00:00\")` or using the `SklearnQueryClassifier(model_name_or_path=\"url_to_classifier_or_file_path_as_pickle\", vectorizer_name_or_path=\"url_to_vectorizer_or_file_path_as_pickle\")`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## About us\n", "\n", "This [Haystack](https://github.com/deepset-ai/haystack/) notebook was made with love by [deepset](https://deepset.ai/) in Berlin, Germany\n", "\n", "We bring NLP to the industry via open source! \n", "Our focus: Industry specific language models & large scale QA systems.\n", " \n", "Some of our other work: \n", "- [German BERT](https://deepset.ai/german-bert)\n", "- [GermanQuAD and GermanDPR](https://deepset.ai/germanquad)\n", "- [FARM](https://github.com/deepset-ai/FARM)\n", "\n", "Get in touch:\n", "[Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Slack](https://haystack.deepset.ai/community/join) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai)\n", "\n", "By the way: [we're hiring!](https://www.deepset.ai/jobs) " ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "Tutorial14_Query_Classifier.ipynb", "provenance": [] }, "interpreter": { "hash": "01829e1eb67c4f5275a41f9336c92adbb77a108c8fc957dfe99d03e96dd1f349" }, "kernelspec": { "display_name": "Python 3.9.5 64-bit ('venv': venv)", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", 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