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merged 2 commits into from
Sep 2, 2020
Merged

Improve docker image #940

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5173ce3
Update dockerfile
mfeurer Sep 2, 2020
3b8f021
update documentation on docker image
mfeurer Sep 2, 2020
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21 changes: 14 additions & 7 deletions Dockerfile
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Original file line number Diff line number Diff line change
Expand Up @@ -2,9 +2,6 @@ FROM ubuntu:18.04

WORKDIR /auto-sklearn

# Copy the checkout autosklearn version for installation
ADD . /auto-sklearn/

# install linux packages
RUN apt-get update

Expand All @@ -17,19 +14,29 @@ ENV LANG en_US.UTF-8
ENV LANGUAGE en_US:en
ENV LC_ALL en_US.UTF-8

# set environment variables to only use one core
RUN export OPENBLAS_NUM_THREADS=1
RUN export MKL_NUM_THREADS=1
RUN export BLAS_NUM_THREADS=1
RUN export OMP_NUM_THREADS=1

# install build requirements
RUN apt install -y python3-dev python3-pip
RUN pip3 install --upgrade setuptools
RUN apt-get install -y build-essential curl
RUN apt install -y build-essential

# https://github.com/automl/auto-sklearn/issues/314
RUN apt-get install -y swig3.0
RUN apt install -y swig3.0
RUN ln -s /usr/bin/swig3.0 /usr/bin/swig

# Copy the checkout autosklearn version for installation
ADD . /auto-sklearn/

# Upgrade pip then install dependencies
RUN pip3 install --upgrade pip
RUN pip3 install pytest==4.6.* pep8 codecov pytest-cov flake8 flaky openml
RUN curl https://raw.githubusercontent.com/automl/auto-sklearn/master/requirements.txt | xargs -n 1 -L 1 pip3 install
RUN cat /auto-sklearn/requirements.txt | xargs -n 1 -L 1 pip3 install
RUN pip3 install jupyter

# Install
RUN pip3 install -e /auto-sklearn/
RUN pip3 install /auto-sklearn/
13 changes: 8 additions & 5 deletions doc/installation.rst
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Expand Up @@ -110,13 +110,14 @@ Possible other solutions (not tested):

Docker Image
=========================
A Docker image is also provided as a github package. The user must authenticate following the instructions from `GitHub Packages <https://help.github.com/en/packages/using-github-packages-with-your-projects-ecosystem/configuring-docker-for-use-with-github-packages>`_ . Then, the image can be downloaded as follows:
A Docker image is also provided on dockerhub. To download from dockerhub,
use:

.. code:: bash

docker pull docker.pkg.github.com/automl/auto-sklearn/auto-sklearn:latest
docker pull mfeurer/auto-sklearn:master

You can also verify that the images are downloaded via:
You can also verify that the image was downloaded via:

.. code:: bash

Expand All @@ -126,11 +127,13 @@ This image can be used to start an interactive session as follows:

.. code:: bash

docker run -it docker.pkg.github.com/automl/auto-sklearn/auto-sklearn:latest
docker run -it mfeurer/auto-sklearn:master

To start a Jupyter notebook, you could instead run e.g.:

.. code:: bash

docker run -it -v $PWD:/opt/nb -p 8888:8888 docker.pkg.github.com/automl/auto-sklearn/auto-sklearn:latest /bin/bash -c "mkdir -p /opt/nb && jupyter notebook --notebook-dir=/opt/nb --ip='0.0.0.0' --port=8888 --no-browser --allow-root"
docker run -it -v $PWD:/opt/nb -p 8888:8888 mfeurer/auto-sklearn:master /bin/bash -c "mkdir -p /opt/nb && jupyter notebook --notebook-dir=/opt/nb --ip='0.0.0.0' --port=8888 --no-browser --allow-root"

Alternatively, it is possible to use the development version of auto-sklearn by replacing all
occurences of ``master`` by ``development``.