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"1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + } + } + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Voyage.ai\n", + "\n", + "**By Srinivas Rao Chavan & Romit Ganjoo**" + ], + "metadata": { + "id": "SFDzbDxXm5bg" + } + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d-bN1otLQnkM", + "outputId": "7cc19424-85dd-43bb-83ad-7c9a92d63ec5" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: huggingface in /usr/local/lib/python3.10/dist-packages (0.0.1)\n", + "Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (2.18.0)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.13.1)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.25.2)\n", + "Requirement already satisfied: pyarrow>=12.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (14.0.2)\n", + "Requirement already satisfied: pyarrow-hotfix in /usr/local/lib/python3.10/dist-packages (from datasets) (0.6)\n", + "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.3.8)\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (1.5.3)\n", + "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.31.0)\n", + "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.2)\n", + "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets) (3.4.1)\n", + "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from datasets) (0.70.16)\n", + "Requirement already satisfied: fsspec[http]<=2024.2.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n", + "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.9.3)\n", + "Requirement already satisfied: huggingface-hub>=0.19.4 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.20.3)\n", + "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.0)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.1)\n", + "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n", + "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.2.0)\n", + "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n", + "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.0.5)\n", + "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.9.4)\n", + "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n", + "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.4->datasets) (4.10.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.6)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2024.2.2)\n", + "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.4)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.16.0)\n" + ] + } + ], + "source": [ + "!pip install huggingface datasets" + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "RS5as6p3jElY" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "```\n", + "# This is formatted as code\n", + "```\n", + "\n", + "#Data Preprocessing" + ], + "metadata": { + "id": "G_rx4LWbmU_6" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from wordcloud import WordCloud\n", + "from datetime import datetime" + ], + "metadata": { + "id": "tGVqrWTlScGz" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from datasets import load_dataset\n", + "\n", + "dataset = load_dataset(\"traversaal-ai-hackathon/hotel_datasets\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 209, + "referenced_widgets": [ + "613ff564a23d4342a85d4273089b3647", + "81e0fb786d0b404f856fae9611f0d573", + "0f09cd5172d24beda3ecc4d7948fa762", + "8a3a56c3c9a545e5bf1a4b9e860bc658", + "1630c6d3dcfa4009af30caacae1f07b7", + "b110ef1e9c424cac86291f0ee81a9902", + "7db16815b26244c3ab60935b36411d72", + "a94346dc535e48fa9ea717f5b2fbc0c2", + "de420ab9eb22466997a17ec0a5ae5f5d", + "1ab387e2642a46d5b1cb92225a5aae0a", + "a22fe256962f46998ada369b49627b9e", + "3aad3d72b7a84cbba4b08b9585a55ac2", + 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hotel_namehotel_descriptionreview_titlereview_textratetripdatehotel_urlhotel_imageprice_rangerating_valuereview_countstreet_addresslocalitycountry
5992Hotel Campanile Paris Bercy VillageIn the east of Paris, the hotel Campanile Berc...Nice hotel but had trouble booking in.We had just had a very long and delayed train ...3.0September 2019https://www.tripadvisor.com/Hotel_Review-g1871...https://media-cdn.tripadvisor.com/media/photo-...$ (Based on Average Nightly Rates for a Standa...4.0162517 rue Baron le RoyParisFrance
5993Hotel Campanile Paris Bercy VillageIn the east of Paris, the hotel Campanile Berc...Great LocationWe stayed at the Kyriad Hotel Paris Bercy Vill...4.0September 2019https://www.tripadvisor.com/Hotel_Review-g1871...https://media-cdn.tripadvisor.com/media/photo-...$ (Based on Average Nightly Rates for a Standa...4.0162517 rue Baron le RoyParisFrance
5994Hotel Campanile Paris Bercy VillageIn the east of Paris, the hotel Campanile Berc...Great locationStayed here for a few days and it is a great l...5.0October 2019https://www.tripadvisor.com/Hotel_Review-g1871...https://media-cdn.tripadvisor.com/media/photo-...$ (Based on Average Nightly Rates for a Standa...4.0162517 rue Baron le RoyParisFrance
5995Hotel Campanile Paris Bercy VillageIn the east of Paris, the hotel Campanile Berc...For one night onlyWe stayed here for one night on our way to Ita...3.0September 2019https://www.tripadvisor.com/Hotel_Review-g1871...https://media-cdn.tripadvisor.com/media/photo-...$ (Based on Average Nightly Rates for a Standa...4.0162517 rue Baron le RoyParisFrance
5996Hotel Campanile Paris Bercy VillageIn the east of Paris, the hotel Campanile Berc...Nice hotel in Paris BercyThe Hotel is close to the metro station Cour S...4.0September 2019https://www.tripadvisor.com/Hotel_Review-g1871...https://media-cdn.tripadvisor.com/media/photo-...$ (Based on Average Nightly Rates for a Standa...4.0162517 rue Baron le RoyParisFrance
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\n", + " \n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "repr_error": "0" + } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.info()" + ], + "metadata": { + "id": "ecN-GZX4Sfo-", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f4d13950-de89-48c0-c2d1-3adac82c5e6f" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 5997 entries, 0 to 5996\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 hotel_name 5997 non-null object \n", + " 1 hotel_description 5197 non-null object \n", + " 2 review_title 5997 non-null object \n", + " 3 review_text 4867 non-null object \n", + " 4 rate 4867 non-null float64\n", + " 5 tripdate 5997 non-null object \n", + " 6 hotel_url 5997 non-null object \n", + " 7 hotel_image 5997 non-null object \n", + " 8 price_range 5997 non-null object \n", + " 9 rating_value 5997 non-null float64\n", + " 10 review_count 5997 non-null int64 \n", + " 11 street_address 5997 non-null object \n", + " 12 locality 5997 non-null object \n", + " 13 country 5997 non-null object \n", + "dtypes: float64(2), int64(1), object(11)\n", + "memory usage: 656.0+ KB\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Removing Duplicate rows in the dataset" + ], + "metadata": { + "id": "eLpz9jf4s2VH" + } + }, + { + "cell_type": "code", + "source": [ + "df = df.drop_duplicates()" + ], + "metadata": { + "id": "trTqMaKltKd0" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Handling Missing Values*" + ], + "metadata": { + "id": "P9XiUPmdqkqB" + } + }, + { + "cell_type": "code", + "source": [ + "df['hotel_description'] = df['hotel_description'].fillna('No description') #filling missing values in hotel_description with value 'No description'\n", + "df['review_text'] = df['review_text'].fillna('No review') #filling missing values in review_text with value 'No review'\n", + "df['rate'] = df['rate'].fillna(df['rate'].mean()) #filling missing values in rate with value average value in rate feature\n", + "df['rating_value'] = df['rating_value'].fillna(df['rating_value'].mean())\n", + "df['review_count'] = df['review_count'].fillna(df['review_count'].mean())" + ], + "metadata": { + "id": "EkRqmpZspMlH" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Convert price_range to a categorical type if it's not already*\n" + ], + "metadata": { + "id": "uk0BigKtuFNJ" + } + }, + { + "cell_type": "code", + "source": [ + "df['price_range'] = df['price_range'].astype('category')" + ], + "metadata": { + "id": "SEFTPUwpuOld" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "len(df['hotel_name'].unique())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "29jE65Rqt8b0", + "outputId": "87dc7dd9-f741-41c7-c8ff-f1e471ac5dfa" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "150" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#EDA" + ], + "metadata": { + "id": "lwNEMq8CuczJ" + } + }, + { + "cell_type": "code", + "source": [ + "print(df.describe())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "F8BFrIV5ufMy", + "outputId": "3e627d7a-834e-41d8-9aab-f89e44997cba" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " rate rating_value review_count\n", + "count 5997.000000 5997.000000 5997.000000\n", + "mean 4.368810 4.446640 3380.770885\n", + "std 1.056208 0.432757 3771.730100\n", + "min 1.000000 3.000000 39.000000\n", + "25% 4.368810 4.000000 962.000000\n", + "50% 5.000000 4.500000 2053.000000\n", + "75% 5.000000 5.000000 4595.000000\n", + "max 5.000000 5.000000 24877.000000\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*distribution of ratings and reviews*" + ], + "metadata": { + "id": "Ff7Fn_HWuzZX" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 4))\n", + "plt.subplot(1, 2, 1)\n", + "sns.histplot(df['rating_value'], bins=20, kde=True)\n", + "plt.title('Distribution of Rating Values')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "sns.histplot(df['review_count'], bins=20, kde=True)\n", + "plt.title('Distribution of Review Counts')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "jGDIcI6Tu4tp", + "outputId": "771b40da-5313-47c2-8a45-7722fd644c92" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Price Range Analysis" + ], + "metadata": { + "id": "t4n5MnLUv3Tv" + } + }, + { + "cell_type": "code", + "source": [ + "# Clean the 'price_range' column\n", + "df['price_range_cleaned'] = df['price_range'].str.replace('[^\\w\\s]', '', regex=True)\n", + "\n", + "# Now attempt to visualize the distribution across the cleaned price ranges\n", + "plt.figure(figsize=(8, 6))\n", + "sns.countplot(y='price_range_cleaned', data=df, order=df['price_range_cleaned'].value_counts().index)\n", + "plt.title('Distribution of Hotels Across Price Ranges')\n", + "plt.tight_layout() # Adjust layout to make room for the larger plot labels if necessary\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "G8A-ZQtFv7gj", + "outputId": "a2440b79-5895-42f9-a04b-68eb2439874a" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Locality and Country Analysis" + ], + "metadata": { + "id": "kzQsD-rWwsGS" + } + }, + { + "cell_type": "code", + "source": [ + "top_localities = df['locality'].value_counts().head(10)\n", + "plt.figure(figsize=(10, 8))\n", + "sns.barplot(x=top_localities, y=top_localities.index)\n", + "plt.title('Top 10 Localities')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "F1aEi0ajww7l", + "outputId": "5ffce8fb-6dd3-48b6-cdb6-588e72442d48" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Display Top countries" + ], + "metadata": { + "id": "HtNr1867xS-T" + } + }, + { + "cell_type": "code", + "source": [ + "top_countries = df['country'].value_counts().head(10)\n", + "plt.figure(figsize=(10, 8))\n", + "sns.barplot(x=top_countries, y=top_countries.index)\n", + "plt.title('Top 10 Countries')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "n8MbH6noxWPu", + "outputId": "f3864889-3d5a-4b51-b8bc-c33da1382a81" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Text Analysis of Hotel Descriptions" + ], + "metadata": { + "id": "vb35Rwjlxoha" + } + }, + { + "cell_type": "code", + "source": [ + "text = ' '.join(df['hotel_description'].dropna())\n", + "wordcloud = WordCloud(background_color='white', max_words=200).generate(text)\n", + "plt.figure(figsize=(10, 7))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud of Hotel Descriptions')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 446 + }, + "id": "niKCrhPtxuGi", + "outputId": "2b419f0f-66f3-453a-83ed-9878501609de" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*Preparing the data for generating embeddings*" + ], + "metadata": { + "id": "SLv7Dcpj4oNQ" + } + }, + { + "cell_type": "code", + "source": [ + "from transformers import pipeline\n", + "\n", + "# Load the summarization pipeline with a pre-trained model\n", + "summarizer = pipeline(\"summarization\")\n", + "\n", + "def summarize_text(text, max_length=5):\n", + " \"\"\"\n", + " Summarizes the given text to a maximum length.\n", + " \"\"\"\n", + " # Return the text directly if it's short enough\n", + " if len(text.split()) <= max_length:\n", + " return text\n", + "\n", + " # Calculate a proportional max_length based on the input text's length\n", + " input_length = len(text.split())\n", + " dynamic_max_length = min(max_length, max(30, int(input_length / 2))) # Ensures some reduction, minimum length 30\n", + "\n", + " # Summarize the text with adjusted max_length\n", + " summary_list = summarizer(text, max_length=dynamic_max_length, min_length=5, truncation=True)\n", + " summary_text = summary_list[0]['summary_text']\n", + "\n", + " return summary_text\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 212, + "referenced_widgets": [ + "ef6fba94448a46d7bcc3178603bedccd", + "b68c6bc36fe8444c8d3cd95d21d98120", + "efdd04698bad4753b9fe409f47f7c729", + "d94d9b1178da4230a182ea7e8708fc05", + "0e910c3a90e24a9bbfcac602baccaf88", + "e9f1218856c44a079727b26228504fb2", + "704565325d154821a3361ab722d75499", + "e7958eef1548492eaddcb4944fb91d36", + "964b9773b0674f8583ccd995ce69a464", + "1dcdb5e3074b4510942cf6060aee534a", + "1c82f739df6f496f97b08060cf514ac3", + "2fd6459b4d4a4fedbaada91e86b6d733", + "2d894d50b124475ebc481022e18ed8c4", + "7fe8ced1e0284803914fe705351fbc4a", + "05a8f0df3df84521905effb5f2fc1c96", + "e00d7fcc81fd4444bf4427c067350dd3", + "95c8b90e61674ee588a674748f6c7ad6", + "e44d138c71314759a8a3c7027306f852", + "9d364815c07b49cdae26220f5390afee", + "05b74351d5ca4b40bdc50185502c632b", + "c205a1ae74c84af9adefbfaf61c9af20", + "6d2bca263ff945fea9e0f342839db630", + "64011a8df6e448deb49f6924f1d293e5", + "393107cc55a8481fae822e99688c7c47", + "36b1d8c39ba74eeb831b6e1e17304939", + "fa8297a03ac24950950c7162ca0f13a1", + "eedef71d84d8488884cc949d0adb887d", + "945ae39b2a4e408bab16189bba82dc34", + "ca659dbc41924b7c9c317862a1479a93", + "5f6b43b34e484362bc6a3bd55574377b", + "1f93a287e9054dd2b19b01909472a56e", + "884c5a6c085a40a198cb17d8903267c7", + "89c7a6be10954f37be9bd0b3a0568946", + "e5eae5a7a72a4949a9e5a3e96095789f", + "8a651fd1b1bd4ce4a4a9b0b2eff9cb5e", + "2f0e7fe26cd74aa383147e4c5850c1ab", + "3cc5bfe83c484b4d86c8b05cdd8cc107", + "a29f7fa34f254c94998c97d58009836e", + "30c334475b684658920b996d8c1726d1", + "1ab451de558249bbb0ff9a65eaa4b3ac", + "6ea7fd8845f943129af1b041a4766375", + "c23def20667048f6b90d00452e5983c2", + "ed112a546c0d4d1eb61e94f30f88ce75", + "c34458e312dc4388b5fb5e851b1531a0", + "b0824734c43f475a9d8d08b29bb518d9", + "eb5688fbc12643a99ecf3b8bc475874e", + "6dfcbc564734459b985936cd3042af89", + "56266b9fafe74ea482a475f7176b649b", + "94c9a264b8fe4d2cabeac462e2b2bbce", + "b3902fa6e1cd4dc98b2291e844535eb5", + "e0b6cea5c3724b569a078882dd5c134c", + "b27d8e3177a1435994e804be8d176b47", + "593fce530ec14b5bbb66486a1b8078ca", + "1f268c24146f46408bbed94aadde75f2", + "eb8efcf313e041b3bf275781601fe77d" + ] + }, + "id": "V8qhGgkGggIJ", + "outputId": "54e06cf0-979d-415f-db07-54674defb741" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "No model was supplied, defaulted to sshleifer/distilbart-cnn-12-6 and revision a4f8f3e (https://huggingface.co/sshleifer/distilbart-cnn-12-6).\n", + "Using a pipeline without specifying a model name and revision in production is not recommended.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/1.80k [00:00