Enol Fernandez & Giuseppe La Rocca EGI Foundation

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Presentation transcript:

Enol Fernandez & Giuseppe La Rocca EGI Foundation The EGI Notebooks for interactive analysis of data using EGI storage and compute services Enol Fernandez & Giuseppe La Rocca EGI Foundation Webinar: https://indico.egi.eu/indico/event/4357/

Agenda

What is a Jupyter Notebook ? Jupyter Notebook is an open-source interactive platform for Data Science It provides an environment where user can document the code, run it, look at the outcome and visualize data

Key features Language of choice Share notebooks Interactive output The Notebook has support for over 40 programming languages, including Python, R, Julia and Scala Share notebooks Notebooks can be shared with others using email, Dropbox, GitHub and the Jupyter Notebook Viewer Interactive output Your code can produce interactive output: HTML, images, videos, LaTeX, etc. Big data integration Leverage big data tools, such as Apache Spark for Python, R and Scala.

How to install Jupyter Notebook ? Anaconda (highly recommended) Anaconda conveniently installs Python, the Jupyter Notebook, and other commonly used packages for scientific computing and data science Python’s package manager (alternative) Docker Container docker pull jupyter/datascience-notebook Requirements Jupyter installation requires Python 3.3+ or Python 2.7

Starting the Jupyter Notebook From the Terminal, run the command: Connect to the Notebook dashboard:

JupyterHub capabilities: Jupyter is single user by design JupyterHub is a multi-user version of notebook designed for companies, classrooms and research labs JupyterHub capabilities: Manages Authentication Spawns single-users notebooks servers on-demand Gives each user a complete Jupyter server

The EGI Notebooks Offer Jupyter notebooks ‘as Service’ One-click solution, just login and start using Extra EGI Features: Login with the EGI AAI Check-In service Persistent storage for notebooks Bring your own environments/kernels Use EGI computing and storage resources from your notebooks

EGI features: Single Sign-On Completely integrated with EGI Check-in Login with eduGAIN, social (Google, Facebook, ORCID, LinkedIn) or EGI SSO Fine grained authorisation VO membership Role, group, …

EGI features: Persistency Persistent directory linked from home User decides what to keep NFS storage Other files coming from the notebook environment Looking into DataHub/Onedata

EGI features: Custom Kernels Easy to extend with your own kernels Docker container image with JupyterHub v0.8 No root user Uses $HOME for notebooks User select what to start when creating their notebooks

The Jupyter Notebook panel

Menu bar, Toolbar and Code cells The menu bar presents different options that may be used to manipulate the way the notebook functions. Toolbar: The tool bar gives a quick way of performing the most-used operations within the notebook, by clicking on an icon. Cells: the default type of cell; read on for an explanation of cells.

Three types of Code cells Allow to edit/write new code, with full syntax highlighting and tab completion. The programming language you use depends on the kernel Markdown cells: Allow to alternate descriptive text with code. Raw cells: Provide a place in which you can write output directly. Raw cells are not evaluated by the notebook.

EGI Notebooks: Service modes Catch-all / The EGI Applications on Demand (AoD) Available via the marketplace Limited resources (computing + storage), sponsored access Kills notebooks after 1 hour of inactivity VO/Community deployment Tailored to specific VO with custom computing/storage: access to GPUs, fat nodes access to Spark, other BigData/ML environments auto-mount filesystems on notebooks …

EGI Notebooks: Technology stack EGI Check-in EGI ARGO EGI Accounting Kubernetes Cluster (EGI Cloud Container Compute) Notebooks Monitoring Notebooks Accounting SSL Certificate Notebooks persistent storage Kubernetes Ingress User sessions k8s pvc Oauthenticator KubeSpawner https://notebooks.egi.eu

EGI Notebooks: Next steps Getting it from beta to production: Send accounting records to APEL repository Improved management of additional libraries Performance Tuning Explore additional features: User provided environments with binder technology (https://mybinder.org) Integration with other EGI/EOSC-hub services

Links JupyterHub tutorial Documentation of JupyterHub | PDF (latest) Documentation of JupyterHub’s REST API Project Jupyter website The EGI Jupyter notebook | wiki

EGI Notebooks, live demo