{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3kZD2vXl4MXU", "outputId": "6c74a96a-46fe-4b49-ceb9-cac5582c45e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/content/drive/MyDrive/QA_pt\n", "Get:1 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n", "Get:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease [3,626 B]\n", "Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n", "Hit:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease\n", "Hit:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n", "Get:6 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease [15.9 kB]\n", "Hit:7 http://archive.ubuntu.com/ubuntu bionic InRelease\n", "Get:8 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n", "Hit:9 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n", "Hit:10 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n", "Get:11 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [83.3 kB]\n", "Hit:12 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n", "Get:13 http://security.ubuntu.com/ubuntu bionic-security/restricted amd64 Packages [1,226 kB]\n", "Get:14 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [3,040 kB]\n", "Get:16 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main Sources [2,213 kB]\n", "Get:17 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 Packages [1,132 kB]\n", "Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [3,472 kB]\n", "Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/restricted amd64 Packages [1,267 kB]\n", "Fetched 12.6 MB in 5s (2,341 kB/s)\n", "Reading package lists... 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Done\n", "The following package was automatically installed and is no longer required:\n", " libnvidia-common-460\n", "Use 'apt autoremove' to remove it.\n", "The following additional packages will be installed:\n", " aspell aspell-en dictionaries-common emacsen-common libaspell15\n", " libenchant1c2a libhunspell-1.6-0 libtext-iconv-perl\n", "Suggested packages:\n", " aspell-doc spellutils wordlist hunspell libreoffice-writer libenchant-voikko\n", "The following NEW packages will be installed:\n", " aspell aspell-en dictionaries-common emacsen-common enchant hunspell-pt-br\n", " libaspell15 libenchant-dev libenchant1c2a libhunspell-1.6-0\n", " libtext-iconv-perl\n", "0 upgraded, 11 newly installed, 0 to remove and 8 not upgraded.\n", "Need to get 2,359 kB of archives.\n", "After this operation, 11.0 MB of additional disk space will be used.\n", "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libtext-iconv-perl amd64 1.7-5build6 [13.0 kB]\n", "Get:2 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(2.8.3-2ubuntu0.1) ...\n", "Processing triggers for libc-bin (2.27-3ubuntu1.6) ...\n", "Processing triggers for dictionaries-common (1.27.2) ...\n", "aspell-autobuildhash: processing: en [en-common].\n", "aspell-autobuildhash: processing: en [en-variant_0].\n", "aspell-autobuildhash: processing: en [en-variant_1].\n", "aspell-autobuildhash: processing: en [en-variant_2].\n", "aspell-autobuildhash: processing: en [en-w_accents-only].\n", "aspell-autobuildhash: processing: en [en-wo_accents-only].\n", "aspell-autobuildhash: processing: en [en_AU-variant_0].\n", "aspell-autobuildhash: processing: en [en_AU-variant_1].\n", "aspell-autobuildhash: processing: en [en_AU-w_accents-only].\n", "aspell-autobuildhash: processing: en [en_AU-wo_accents-only].\n", "aspell-autobuildhash: processing: en [en_CA-variant_0].\n", "aspell-autobuildhash: processing: en [en_CA-variant_1].\n", "aspell-autobuildhash: processing: en [en_CA-w_accents-only].\n", "aspell-autobuildhash: processing: en 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collected packages: urllib3, dill, xxhash, responses, multiprocess, huggingface-hub, pyenchant, datasets\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: dill\n", " Found existing installation: dill 0.3.6\n", " Uninstalling dill-0.3.6:\n", " Successfully uninstalled dill-0.3.6\n", "Successfully installed datasets-2.6.1 dill-0.3.5.1 huggingface-hub-0.10.1 multiprocess-0.70.13 pyenchant-3.2.2 responses-0.18.0 urllib3-1.25.11 xxhash-3.1.0\n" ] } ], "source": [ "workdir = \"/content/drive/MyDrive/QA_pt\"\n", "%mkdir {workdir}\n", "!export HF_DATASETS_CACHE=\"{workdir}/cache_huggingface\"\n", "\n", "cache_dir=f\"{workdir}/cache_huggingface\"\n", "\n", "%cd {workdir}\n", "\n", "!apt update -y\n", "!apt install -y enchant libenchant-dev hunspell-pt-br\n", "!pip install pyenchant datasets" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "cl0mVatz7EIo" }, "outputs": [], "source": [ "from datasets import load_dataset\n", "import enchant\n", "import re\n", "\n", "def is_portuguese(text: str) -> bool:\n", " words = re.split(r'\\s', text)\n", " words = [w for w in words if w.isalpha()]\n", " pt_words = [w for w in words if spell.check(w)]\n", "\n", " return len(pt_words) >= 3\n", "\n", "spell = enchant.Dict(\"pt_BR\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 363, "referenced_widgets": [ "39519ff2453c440ba6e82b6eb79e16c5", "794b5bbd816f4d069981459e847fe251", "8d392d3b957b460ba744f4b58d233450", "5a58cd791fc2485dbbbe6237fa6d5fd6", "6c172d851a8f4a3a9724cd3857280678", "22d8500e60ef47c1a96530eb72d9cd61", "70d042af273c4ac6a5c02bec875bd69d", "87c1586197ff420dbafde5bd872d2459", "7a4cb950b4a842d6b9e8a325dfc777c3", "d20d2b8e4d334963826f86aec167b2cb", "ef313f6dc35f4fef97b38f8dbb032ceb", "da700f026a894b249a0a29cde51eeb5a", "47843bdedddd498db3d5074ef939dd83", "b9b92087f5b1405eba29551f7dc32a0f", "9650446ad3674ceeac52e0668f43053b", "a97981e290974c078e7ffae855cf952d", "1d7539b118884f7bb33f9bbf4af7ee5e", "ddbca05e6c394081959293618a7bc6d9", "346b724e17044100836e0e6f90b8a697", "13913324db1d48f9a35936dec2382937", "21bfd3d878614d6e93f8263e9cbe7146", "b0539a44e071452dbf6b3a2dd2c76247", "5e18bed5622e4a75b11583c6d445f2c7", "74136fb55b334458b283b87a2d6ed1a8", "f77e5deb9d434b0eb7ba65b8702ac1ad", "7e5e142ca2f041fa9b0493d4e34b0723", "a3f69bba949a4057bdd7bb37bdac4448", "d8c7a6775dbb43c69de391e6437b4a6d", "3bf46651b667460caa0a50a70f242d5d", "772667b7753046459edb66e41607adfa", "19039359d80840449890df08547f708e", "c3c74690294d4681bdd9bb5e3eb93b40", "560112fda53241b2a46cdeac7d2860d1", "b6a6ae9b1168400a9556747472e4969d", "9271d89ac1044b1c93f3c6adc0726d63", "1d5dc6da5d8f4a7f83f78487d3fe62ab", "c63eb4e2888e4273a170a20dd1c97e49", "c008c2ad4cca493eac6ed494568d063a", "ace6c743bccb4c869022fe051a9e87a5", 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pt-all-question-language=pt\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading and preparing dataset mqa/pt-all-question to /content/drive/MyDrive/QA_pt/cache_huggingface/clips___mqa/pt-all-question-language=pt/0.0.0/7eda4cdcbd6f009259fc516f204d776915a5f54ea2ad414c3dcddfaacd4dfe0b...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "39519ff2453c440ba6e82b6eb79e16c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading data: 0%| | 0.00/863M [00:00\n", "
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question_titlequestion_textanswer_titleanswer_textis_accepted
0o que é um arranjo?NaNNaNum arranjo é onde as pessoas são diretas umas ...True
1qual a quantidade de vezes que o shih tzu tem ...NaNNaNa quantidade de vezes que um shih tzu deve com...True
2o que eu posso dar para o shih tzu comer além ...NaNNaNÉ indicado que a alimentação de um cachorro se...True
3qual é a melhor marca de ração para shih tzu?NaNNaNdentre quais as melhores rações para shih tzu ...True
4como dar ração para filhotes de shih tzu?NaNNaNa oferta da ração para um shih tzu filhote var...True
..................
5753875No Stimulsoft o @CAMPO(campo) só pode ser util...Seria possível criar uma variável qualquer par...NaNPara \"pegar\" o valor do campo (sem ser no SQL ...False
5753876Como alterar o valor do progresso de um proces...Tenho um BusinessComponent que executa um proc...NaNA classe ProcessLog é indicado para realizar  ...True
5753877No Builder, para que serve os campos \"Herdar d...No Builder, para que serve os campos \"Herdar d...NaNServe para herdar campos de uma tabela relacio...True
5753878Existe algum método que retorne o arquivo do B...Preciso realizar uma rotina que irá ler vários...NaNUtilize a classe Benner.Tecnologia.Common.File...True
5753879Quais os package sources preciso incluir no Vi...Quero compilar o BEF. Quais os servidores nuge...NaNSeriam esses:\\n\\n\\nNuget Benner: <http://desen...True
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5753880 rows × 5 columns

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\n", " \n", " " ], "text/plain": [ " question_title \\\n", "0 o que é um arranjo? \n", "1 qual a quantidade de vezes que o shih tzu tem ... \n", "2 o que eu posso dar para o shih tzu comer além ... \n", "3 qual é a melhor marca de ração para shih tzu? \n", "4 como dar ração para filhotes de shih tzu? \n", "... ... \n", "5753875 No Stimulsoft o @CAMPO(campo) só pode ser util... \n", "5753876 Como alterar o valor do progresso de um proces... \n", "5753877 No Builder, para que serve os campos \"Herdar d... \n", "5753878 Existe algum método que retorne o arquivo do B... \n", "5753879 Quais os package sources preciso incluir no Vi... \n", "\n", " question_text answer_title \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "... ... ... \n", "5753875 Seria possível criar uma variável qualquer par... NaN \n", "5753876 Tenho um BusinessComponent que executa um proc... NaN \n", "5753877 No Builder, para que serve os campos \"Herdar d... NaN \n", "5753878 Preciso realizar uma rotina que irá ler vários... NaN \n", "5753879 Quero compilar o BEF. Quais os servidores nuge... NaN \n", "\n", " answer_text is_accepted \n", "0 um arranjo é onde as pessoas são diretas umas ... True \n", "1 a quantidade de vezes que um shih tzu deve com... True \n", "2 É indicado que a alimentação de um cachorro se... True \n", "3 dentre quais as melhores rações para shih tzu ... True \n", "4 a oferta da ração para um shih tzu filhote var... True \n", "... ... ... \n", "5753875 Para \"pegar\" o valor do campo (sem ser no SQL ... False \n", "5753876 A classe ProcessLog é indicado para realizar  ... True \n", "5753877 Serve para herdar campos de uma tabela relacio... True \n", "5753878 Utilize a classe Benner.Tecnologia.Common.File... True \n", "5753879 Seriam esses:\\n\\n\\nNuget Benner: