{ "cells": [ { "cell_type": "markdown", "id": "9f9ae14d-164e-455d-bd4a-38144281a90b", "metadata": {}, "source": [ "# JupyterHub à l'UTLN\n", "\n", "## Qu'est-ce qu'un notebook Jupyter ?\n", "\n", "Un notebook [Jupyter](https://jupyter.org/) est une application web ouverte et libre qui permet de créer et de partager des documents qui contiennent des fragments de programmes éditables et exécutables, des équations, de la visualisation graphique et du texte libre. Ils sont très utilisés dans les domaines de la science des données, de la simulation numérique et des statistiques. Ils permettent de collecter et de préparer des données, de faire des calculs ou de l'apprentissage machine et de visualiser les données. C'est une brique importante de la science ouverte et reproductible. C'est aussi un outils pédagogique intéressant pour associer théorie, pratique et expérimentation." ] }, { "cell_type": "markdown", "id": "c0de0d0b-3487-4efe-9292-6b21c8ffe7b4", "metadata": {}, "source": [ "### Un exemple simple\n", "L'exemple suivant télécharge automatiquement le dataset [Iris](https://archive.ics.uci.edu/ml/datasets/iris)." ] }, { "cell_type": "code", "execution_count": 27, "id": "36aa9ec5-39fa-4481-974e-26456f86ae1b", "metadata": {}, "outputs": [], "source": [ "# L'accès à internet se fait via le proxy de l'UTLN\n", "# Les sites pypi.org, pythonhosted.org, continuum.io, anaconda.com, conda.io, github.com, githubusercontent.com, npmjs.com, yarnpkg.com devraient être accessible directement\n", "# Le proxy et ses identifiants doivent être indiqués dans un fichier de configuration. \n", "import os\n", "os.environ['http_proxy'] = \"http://proxy.univ-tln.fr:3128/\" \n", "os.environ['https_proxy'] = \"http://proxy.univ-tln.fr:3128/\" " ] }, { "cell_type": "code", "execution_count": 28, "id": "1a00d1de-0a06-4d54-8544-cfd6a655e1b0", "metadata": {}, "outputs": [], "source": [ "# Le dataset est téléchargé depuis le Web (idélament, il devrait être accessible depuis un partage).\n", "import seaborn as sns\n", "iris = sns.load_dataset(\"iris\")" ] }, { "cell_type": "markdown", "id": "d420e980-db5e-4860-8080-cc4485aec252", "metadata": {}, "source": [ "On peut ensuite afficher les cinq premières lignes," ] }, { "cell_type": "code", "execution_count": 29, "id": "a73f1ef9-8c50-4297-8d2e-02a6a8c732e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>sepal_length</th>\n", " <th>sepal_width</th>\n", " <th>petal_length</th>\n", " <th>petal_width</th>\n", " <th>species</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>5.1</td>\n", " <td>3.5</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4.9</td>\n", " <td>3.0</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>4.7</td>\n", " <td>3.2</td>\n", " <td>1.3</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4.6</td>\n", " <td>3.1</td>\n", " <td>1.5</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>5.0</td>\n", " <td>3.6</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.head()" ] }, { "cell_type": "markdown", "id": "88aa343e-f4b2-458e-ab09-9430e6b16085", "metadata": {}, "source": [ "puis des statistiques sur les données" ] }, { "cell_type": "code", "execution_count": 30, "id": "28dd3330-14b8-4317-aba9-b7dfe8f04601", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>sepal_length</th>\n", " <th>sepal_width</th>\n", " <th>petal_length</th>\n", " <th>petal_width</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>150.000000</td>\n", " <td>150.000000</td>\n", " <td>150.000000</td>\n", " <td>150.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>5.843333</td>\n", " <td>3.057333</td>\n", " <td>3.758000</td>\n", " <td>1.199333</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>0.828066</td>\n", " <td>0.435866</td>\n", " <td>1.765298</td>\n", " <td>0.762238</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>4.300000</td>\n", " <td>2.000000</td>\n", " <td>1.000000</td>\n", " <td>0.100000</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>5.100000</td>\n", " <td>2.800000</td>\n", " <td>1.600000</td>\n", " <td>0.300000</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>5.800000</td>\n", " <td>3.000000</td>\n", " <td>4.350000</td>\n", " <td>1.300000</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>6.400000</td>\n", " <td>3.300000</td>\n", " <td>5.100000</td>\n", " <td>1.800000</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>7.900000</td>\n", " <td>4.400000</td>\n", " <td>6.900000</td>\n", " <td>2.500000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.057333 3.758000 1.199333\n", "std 0.828066 0.435866 1.765298 0.762238\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.describe()" ] }, { "cell_type": "markdown", "id": "148ad277-91e9-470c-b8e4-58f53c330e1a", "metadata": {}, "source": [ "et enfin visualiser les relations entre les caractéristiques (longueurs et largeurs de pétales et sépales) pour chacune des trois espèces et les distributions sur la diagonale." ] }, { "cell_type": "code", "execution_count": 31, "id": "a5181228-2317-485a-aa91-e5da362b3eec", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 516.75x432 with 20 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue='species', height=1.5);" ] }, { "cell_type": "markdown", "id": "5bbd4022-4058-4482-bd89-c0a57d4b7c57", "metadata": {}, "source": [ "Le notebook peut être partagé sous sa forme exécutable ou exporté comme un fichier pdf, une page HTML static, un diaporama HTML Reveal.js, ... (Menu File->Export Notebook As...)." ] }, { "cell_type": "markdown", "id": "7a1ab036-531b-4f93-a66a-eeba00ad6240", "metadata": {}, "source": [ "## Qu'est-ce que JupyterHub" ] }, { "cell_type": "markdown", "id": "7cccebee-f26c-4e29-b9e8-a4f84d24f88a", "metadata": {}, "source": [ "[JupyterHub](https://github.com/jupyterhub/jupyterhub) permet de mettre simplement à disposition des utilisateurs des notebooks et fournit l'accès à des ressources de calcul partagées. Les utilisateurs peuvent consulter, modifier ou créer des notebooks dans un espace de travail personnel (le répertoire *work*). JupyterHub permet de changer à volonté d'environnement d'exécution (par exemple pour avoir des logiciels ou des versions différentes). " ] }, { "cell_type": "markdown", "id": "efd75a31-ce30-4226-baae-d0c777034f46", "metadata": {}, "source": [ "## A qui est destiné ce service ?\n", "JupyterHub est un service ouvert aux enseignants et aux étudiants de l'UFR de Sciences et Techniques de [l'Université de Toulon](http://www.univ-tln.fr) (UTLN). C'est actuellement une \"preuve de concept\". **Les utilisateurs doivent sauvegarder régulièrement leur données eux-même**. " ] }, { "cell_type": "markdown", "id": "0cc42c20-246c-4a59-a6d2-cc8e5a2edd5a", "metadata": {}, "source": [ "## Est-possible de faire autre chose que des notebooks ?\n", "Oui ! Il s'agit en fait d'un environnement linux isolé. Il est possible d'ouvrir un terminal de commande (+ en haut à gauche puis Terminal). Il est aussi possible d'ouvrir un éditeur de texte web : Visual Studio code (+ en haut à gauche puis VS Code IDE). Il peut donc être utilisé comme un environnement de travail complet." ] }, { "cell_type": "markdown", "id": "cb0f6f5e-ff87-4069-a507-76172bb5303f", "metadata": {}, "source": [ "## Comment fournir du contenu aux étudiants ?\n", "La solution préconisée est de gérer ce contenu sur un entrepôt git et d'utiliser [nbgitpuller](https://jupyterhub.github.io/nbgitpuller/). Avec nbgitpuller vous pourrez contruire un lien à donner aux étudiants qui ouvrira directement le bon environnement, téléchargera ou mettra à jour votre contenu pour les étudiants." ] }, { "cell_type": "markdown", "id": "ae43ab79-2b5c-47e0-a9f7-741696d6c6e5", "metadata": {}, "source": [ "## Est-ce possible de personnaliser l'environnement ?\n", "Quatres types de personalisations sont possibles :\n", " * Il est possible d'installer certains outils en tant qu'utilisateur (!pip install *package* ou !conda install *package*) mais ces installations devront être executé à chaque lancement de l'environnement. Pour les utilisateurs avancés, il est possible de créer des environnements persistants (dans le répertoire *work*) avec conda. \n", " * Pour les outils de bases qui peuvent concerner tous le monde [ouvrez un ticket](https://github.com/ebpro/jupyterhub-utln/issues) pour faire une demande d'ajout.\n", " * Il est aussi possible de créer des environnements complètement spécifiques avec une image docker." ] }, { "cell_type": "markdown", "id": "a6496213-a224-44a8-a654-8b3fc6e1f0eb", "metadata": {}, "source": [ "## D'autres questions\n", "Si vous avez d'autres questions [ouvrez un ticket](https://github.com/ebpro/jupyterhub-utln/issues)." ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:root] *", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "toc-autonumbering": false, "toc-showmarkdowntxt": false }, "nbformat": 4, "nbformat_minor": 5 }