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"cell_type": "code", "source": [ "!pip install huggingface_hub datasets --quiet" ], "metadata": { "id": "QfIXr5U4xzDc" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "xf-7qMdqxCSf" }, "outputs": [], "source": [ "import string\n", "import unicodedata\n", "import pandas as pd\n", "\n", "# Turn a Unicode string to plain ASCII, thanks to https://stackoverflow.com/a/518232/2809427\n", "def unicode2ascii(s):\n", " return ''.join(\n", " c for c in unicodedata.normalize('NFD', s)\n", " if unicodedata.category(c) != 'Mn'\n", " and c in all_letters\n", " )" ] }, { "cell_type": "code", "source": [ "all_letters = string.ascii_letters + \"1234567890\" + \" .,;'\\n\"\n", "n_letters = len(all_letters)" ], "metadata": { "id": "29V0luabxIpC" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "!wget -q https://huggingface.co/datasets/sswt/arxiv_sample_50K/resolve/main/arxiv_sample.tar.gz -O data.tar.gz && tar -xzf data.tar.gz" ], "metadata": { "id": "cm2rO13rxLxw" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "data = pd.read_json(\"./arxiv_sample.json\")\n", "print(data.shape)\n", "data.sample(n=3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 161 }, "id": "0iKIJTfBxirM", "outputId": "9660530e-0b9e-4181-ae2a-9cc3978a5706" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(50000, 5)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " title published \\\n", "19656 Generalized K-fan Multimodal Deep Model with S... 2015-03-26 \n", "22624 Bootstrapping Monodromy Defects in the Wess-Zu... 2021-08-11 \n", "19165 Attention-Enhanced Neural Network Models for T... 2021-10-06 \n", "\n", " authors \\\n", "19656 [Gang Chen, Sargur N. Srihari] \n", "22624 [Aleix Gimenez-Grau, Pedro Liendo] \n", "19165 [Wenhui Peng, Zelong Yuan, Jianchun Wang] \n", "\n", " summary \\\n", "19656 Multimodal learning with deep Boltzmann machin... \n", "22624 We use analytical bootstrap techniques to stud... \n", "19165 Deep neural network models have shown a great ... \n", "\n", " link \n", "19656 http://arxiv.org/abs/1503.07906v1 \n", "22624 http://arxiv.org/abs/2108.05107v3 \n", "19165 http://arxiv.org/abs/2110.02471v3 " ], "text/html": [ "\n", "
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titlepublishedauthorssummarylink
19656Generalized K-fan Multimodal Deep Model with S...2015-03-26[Gang Chen, Sargur N. Srihari]Multimodal learning with deep Boltzmann machin...http://arxiv.org/abs/1503.07906v1
22624Bootstrapping Monodromy Defects in the Wess-Zu...2021-08-11[Aleix Gimenez-Grau, Pedro Liendo]We use analytical bootstrap techniques to stud...http://arxiv.org/abs/2108.05107v3
19165Attention-Enhanced Neural Network Models for T...2021-10-06[Wenhui Peng, Zelong Yuan, Jianchun Wang]Deep neural network models have shown a great ...http://arxiv.org/abs/2110.02471v3
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\n" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "BOS, EOS = ' ', '\\n'\n", "lines = data.apply(lambda row: unicode2ascii((row['title'] + ' ; ' + row['summary'])), axis=1) \\\n", " .apply(lambda line: BOS + line.replace(EOS, ' ')) \\\n", " .tolist()" ], "metadata": { "id": "TqWZI1T1xpT4" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "with open('title_summary_ascii.txt', 'w') as fp:\n", " fp.write('\\n'.join(lines) + '\\n')" ], "metadata": { "id": "RWWmOqh6yLo1" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "!tar -zcf title_summary_ascii.txt.tar.gz title_summary_ascii.txt" ], "metadata": { "id": "ZgoI9yk4y2gl" }, "execution_count": 10, "outputs": [] }, { "cell_type": "code", "source": [ "from datasets import load_dataset\n", "from huggingface_hub import HfApi\n", "from huggingface_hub import login\n", "login()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "55397878572645c0a17e4415f3d793ab", "b32ae48581754b219ca44dae7876386d", "5dd0785e18624c9a979a1410804dfbcf", "d559bbd504e9487a89c69a40a6ce7e78", "eb507607815846258542ea9462fb69df", "e189b379d3ac471eb890d8fd89565ae4", "547daa83720541b5901b78f688ff94a8", "7d5c6dd4a903486f8d373064bb9eab39", "9791592dfefb40b5a34e99768fedfe84", "6d9195dbea964525ac0c7113d667c635", "a7ff281e09bf40dd83c0458538c16b05", "d88f3c9f812b4f6f8914ab0ddca48490", "3076677021354c9f9bf5f6c35205af47", "c4277491060c4be1813c53678a08c7bb", "4d8434e73d7f487c9d3c48c8285259a5", "a24c4e287afd48fd903b69ab62162a02", "ae9830f0021f46a4a78a049ddebec3c8", "7538e8b96eae432d84328201600b3077", "f1f1856971314b40bc4d7dc8d391aa6a", "cca1e50a99c0413790c59d4b997f8ea3", "6e9634956dd64ad8abe50d11f84ed61f", "adab4d504c184fc3aa8fcc99a8064afd", "1ea802d1c71e43f8a8b4885b3199e93a", "f3cd7afd64914a55883aacd451fe1d47", "f766a4ccae0147808d8d225e239680f0", "21222216f5144071b3e593ab983b73d0", "2c804d9999e54b30a0cfb97f5b6b0962", "c52dbd24f0e24cb892c624911d9ee9a4", "806b3a09ec444403bea8aca028460cef", "ece3cdbed398463b806087f25c42284a", "b57c0e27fde640178d566646f2cc381a", "23f06ba47fc746269df4ec9919be4aee" ] }, "id": "4mgmJ-7yxv1K", "outputId": "606b3ebb-1c38-47d7-c76b-4b6353db1b3f" }, "execution_count": 8, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='