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Commit 0002c46

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Upgraded Python dependencies (for Python 3.9.7)
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‎.python-version

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3.9.5
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3.9.7

‎Pipfile.lock

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‎README.md

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Docker images to support Machine Learning (ML) in Python
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========================================================
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[![Docker Cloud Build Status](https://img.shields.io/docker/cloud/build/artificialintelligence/python-jupyter)](https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter/general)
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[![Docker Cloud Build Status](https://img.shields.io/docker/cloud/build/infrahelpers/python-jupyter)](https://hub.docker.com/repository/docker/infrahelpers/python-jupyter/general)
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[![Docker Repository on Quay](https://quay.io/repository/artificialintelligence/python-jupyter/status "Docker Repository on Quay")](https://quay.io/repository/artificialintelligence/python-jupyter)
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# Overview
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[That project](https://github.com/machine-learning-helpers/docker-python-jupyter)
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produces
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[Docker images](https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter),
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[Docker images](https://hub.docker.com/repository/docker/infrahelpers/python-jupyter),
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which provide ready-to-use Artificial Intelligence (AI) / Machine Learning (ML)
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Python Jupyter environments on a few well known and stable Linux distributions
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(_e.g._, [CentOS 7](https://wiki.centos.org/Manuals/ReleaseNotes/CentOS7),
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[CentOS 8](https://wiki.centos.org/Manuals/ReleaseNotes/CentOSLinux8),
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[Debian 9 (Stretch)](https://www.debian.org/releases/stretch/),
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(_e.g._, [CentOS 8](https://wiki.centos.org/Manuals/ReleaseNotes/CentOSLinux8),
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[CentOS 7](https://wiki.centos.org/Manuals/ReleaseNotes/CentOS7),
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[Debian 11 (Bullseye)](https://www.debian.org/releases/bullseye/),
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[Debian 10 (Buster)](https://www.debian.org/releases/buster/),
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[Ubuntu 20.04 LTS (Focal Fossa)](https://releases.ubuntu.com/20.04/),
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[Ubuntu 18.04 LTS (Bionic Beaver)](https://releases.ubuntu.com/18.04/) and
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[Ubuntu 20.04 LTS (Focal Fossa)](https://releases.ubuntu.com/20.04/)).
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[Ubuntu 16.04 LTS (Xenial Xerus)](https://releases.ubuntu.com/16.04/)).
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The Docker images just add some Jupyter notebook and data set samples
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on top of other
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[general purpose C++/Python Docker images](https://hub.docker.com/repository/docker/cpppythondevelopment/base),
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[general purpose C++/Python Docker images](https://hub.docker.com/repository/docker/infrahelpers/cpppython/general),
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produced by a
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[dedicated project on GitHub](https://github.com/cpp-projects-showcase/docker-images)
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and available on
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[Docker Hub](https://hub.docker.com/repository/docker/cpppythondevelopment/base)
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[Docker Hub](https://hub.docker.com/repository/docker/infrahelpers/cpppython/general)
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too.
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The Python virtual environments are installed thanks to Pyenv and `pipenv`,
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[IBM/RedHat OpenShift v4](https://www.redhat.com/en/openshift-4) or
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[Google GKE](https://cloud.google.com/kubernetes-engine)).
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Those images are available on their own
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[Docker Hub repository](https://hub.docker.com/repository/docker/artificialintelligence/python-light/).
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[Docker Hub repository](https://hub.docker.com/repository/docker/infrahelpers/python-light/).
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## See also
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* Python Data Science Docker images for every day use:
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* Python Data Science images for every day use:
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+ On GitHub: https://github.com/cpp-projects-showcase/docker-images
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+ On Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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* Production-ready Python Data Science Docker images:
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+ On Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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* Production-ready Python Data Science images:
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+ On GitHub: https://github.com/machine-learning-helpers/docker-python-light
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+ On Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-light
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* General purpose C++/Python Docker images:
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+ On Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-light
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* Production-ready Python cloud images:
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+ On GitHub: https://github.com/cloud-helpers/cloud-python-images
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+ On Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cloud-python
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* General purpose C++/Python images:
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+ On GitHub: https://github.com/cpp-projects-showcase/docker-images
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+ On Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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* Native Docker Python images:
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# Simple use
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* Download the Docker image for your preferred Linux distribution (where
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`<linux-distrib>` is one of `centos7`, `centos8`, `debian9`, `debian10`,
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`ubuntu1804` or `ubuntu2004`):
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`<linux-distrib>` is one of `centos8`, `centos7`, `debian11`, `debian10`,
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`ubuntu2004`, `ubuntu1804` or `ubuntu1604`):
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```bash
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$ docker pull artificialintelligence/python-jupyter:<linux-distrib>
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$ docker pull infrahelpers/python-jupyter:<linux-distrib>
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```
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## With the Jupyter notebook and data set samples provided by the Docker images
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* Launch Jupyter Lab within the Docker image (where `<port>` corresponds
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to the local port on which Jupyter Lab is launched; the default is 8888):
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```bash
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$ docker run -d -p <port>:8888 artificialintelligence/python-jupyter:<linux-distrib>
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$ docker run -d -p <port>:8888 infrahelpers/python-jupyter:<linux-distrib>
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```
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## With your own Jupyter notebooks and data sets
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* Launch Jupyter Lab within the Docker image (where `<port>` corresponds
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to the local port on which Jupyter Lab is launched; the default is 8888):
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```bash
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$ docker run -d -p <port>:8888 -v ${PWD}/notebook/induction:/notebook -v ${PWD}/data/induction:/data artificialintelligence/python-jupyter:<linux-distrib>
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$ docker run -d -p <port>:8888 -v ${PWD}/notebook/induction:/notebook -v ${PWD}/data/induction:/data infrahelpers/python-jupyter:<linux-distrib>
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```
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## Interact with Jupyter Lab in a Web browser
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* Build the Docker image (the `--squash` option is only available on
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[Docker Edge](http://docs.docker.com/edge/), as of end of 2018):
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```bash
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$ docker build -t artificialintelligence/python-jupyter:<linux-distrib> --squash <linux-distrib>/
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$ docker build -t infrahelpers/python-jupyter:<linux-distrib> --squash <linux-distrib>/
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$ docker images
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REPOSITORY TAG IMAGE ID CREATED SIZE
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artificialintelligence/python-jupyter linux-distrib 33a1ad533140 About a minute ago 2.29GB
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infrahelpers/python-jupyter linux-distrib 33a1ad533140 About a minute ago 2.29GB
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```
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* (Optional) Push the newly built image to Docker Cloud.
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[a change on GitHub](https://github.com/machine-learning-helpers/docker-python-jupyter/commits/master))
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```bash
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$ docker login
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$ docker push artificialintelligence/python-jupyter-manual:<linux-distrib>
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$ docker push infrahelpers/python-jupyter-manual:<linux-distrib>
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```
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* Shutdown the Docker image

‎centos7/Dockerfile

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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/centos7
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/centos7
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:centos7
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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FROM cpppythondevelopment/base:centos7
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MAINTAINER Denis Arnaud <denis.arnaud_github at m4x dot org>
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LABEL version="0.1"
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# Configuration

‎centos8/Dockerfile

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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/centos8
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/centos8
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:centos8
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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FROM cpppythondevelopment/base:centos8
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MAINTAINER Denis Arnaud <denis.arnaud_github at m4x dot org>
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LABEL version="0.1"
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# Configuration

‎debian10/Dockerfile

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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/debian10
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/debian10
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:debian10
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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FROM cpppythondevelopment/base:debian10
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MAINTAINER Denis Arnaud <denis.arnaud_github at m4x dot org>
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LABEL version="0.1"
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# Configuration

‎debian9/Dockerfile renamed to ‎debian11/Dockerfile

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#
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# Python Jupyter notebooks for Artificial Intelligence (AI) / Machine Learning (ML) on Debian 9
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# Python Jupyter notebooks for Artificial Intelligence (AI) / Machine Learning (ML) on Debian 11
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#
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# Source: https://github.com/machine-learning-helpers/docker-python-jupyter/blob/master/debian9/Dockerfile
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# Source: https://github.com/machine-learning-helpers/docker-python-jupyter/blob/master/debian11/Dockerfile
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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/debian9
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/debian9
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/debian11
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/debian11
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:debian11
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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FROM cpppythondevelopment/base:debian9
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MAINTAINER Denis Arnaud <denis.arnaud_github at m4x dot org>
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LABEL version="0.1"
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# Configuration

‎ubuntu1604/Dockerfile

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#
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# Python Jupyter notebooks for Artificial Intelligence (AI) / Machine Learning (ML) on Ubuntu 16.04 LTS (Xenial Xerus)
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#
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# Source: https://github.com/machine-learning-helpers/docker-python-jupyter/blob/master/ubuntu1604/Dockerfile
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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/ubuntu1804
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/ubuntu1804
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:ubuntu1604
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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LABEL version="0.1"
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# Configuration
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ENV container docker
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ENV HOME /home/build
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ENV LANGUAGE en_US:en
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ENV LANG en_US.UTF-8
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ENV LC_ALL $LANG
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# Create the top directories to host the notebook and data samples
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USER root
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RUN mkdir -p /notebook /data && chown build.build /notebook /data
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# Switch to the `build` user
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USER build
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# Python
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ENV PATH $HOME/.pyenv/bin:$HOME/.pyenv/shims:$PATH
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# Download some sample notebooks and data sets
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WORKDIR /notebook
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RUN git clone https://github.com/machine-learning-helpers/induction-python.git .
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WORKDIR /data
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RUN git clone https://github.com/machine-learning-helpers/data-samples.git .
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# The base directory is where the Jupyter notebook samples have been dowloaded.
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# However, that directory may be overshadowed by the one the user running that
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# Docker image may wish to mount instead.
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# There is content (which can be overshadowed) in that directory just in case
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# the user does not want to mount her/his own Jupyter notebooks.
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# Same comment for the content of the /data directory.
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VOLUME /notebook
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WORKDIR /notebook
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# Install the Python dependencies, including Jupyter
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RUN pipenv install
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# Tell Docker that about the Jupyter port
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EXPOSE 8888
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# Launch Jupyter
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CMD pipenv run jupyter lab --allow-root --no-browser --ip 0.0.0.0 --NotebookApp.token=
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‎ubuntu1804/Dockerfile

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#
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# Python Jupyter notebooks for Artificial Intelligence (AI) / Machine Learning (ML) on Ubuntu 18.04 LTS (Bionic Beaver)
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#
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# Source: https://github.com/machine-learning-helpers/docker-python-jupyter/blob/master/ubuntu2004/Dockerfile
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# Source: https://github.com/machine-learning-helpers/docker-python-jupyter/blob/master/ubuntu1804/Dockerfile
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#
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# References:
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# * ML specific Dockerfile: https://github.com/machine-learning-helpers/docker-python-jupyter/tree/master/ubuntu1804
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/artificialintelligence/python-jupyter
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# * ML specific images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/python-jupyter
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# * C++/Python generic Dockerfile: https://github.com/cpp-projects-showcase/docker-images/tree/master/ubuntu1804
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/cpppythondevelopment/base
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# * C++/Python generic images on Docker Hub: https://hub.docker.com/repository/docker/infrahelpers/cpppython
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#
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FROM infrahelpers/cpppython:ubuntu1804
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LABEL authors="Denis Arnaud <denis.arnaud_github at m4x dot org>"
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FROM cpppythondevelopment/base:ubuntu1804
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MAINTAINER Denis Arnaud <denis.arnaud_github at m4x dot org>
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LABEL version="0.1"
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# Configuration

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