2020-02-22 18:12:16 +00:00
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# Use NVIDIA CUDA as base image and run the same installation as in the other packages.
|
2020-02-22 19:40:18 +00:00
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|
# The version of cudatoolkit must match those of the base image, see Dockerfile.pytorch
|
2020-02-23 19:26:12 +00:00
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FROM nvidia/cuda:10.1-base-ubuntu18.04
|
2020-02-26 06:50:27 +00:00
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LABEL maintainer="Christoph Schranz <christoph.schranz@salzburgresearch.at>"
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# The maintainers of subsequent sections may vary
|
2020-02-22 18:12:16 +00:00
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############################################################################
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#################### Dependency: jupyter/base-image ########################
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############################################################################
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# Copyright (c) Jupyter Development Team.
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# Distributed under the terms of the Modified BSD License.
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# Ubuntu 18.04 (bionic)
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# https://hub.docker.com/_/ubuntu/?tab=tags&name=bionic
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ARG ROOT_CONTAINER=ubuntu:bionic-20200112@sha256:bc025862c3e8ec4a8754ea4756e33da6c41cba38330d7e324abd25c8e0b93300
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LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
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ARG NB_USER="jovyan"
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ARG NB_UID="1000"
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ARG NB_GID="100"
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USER root
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# Install all OS dependencies for notebook server that starts but lacks all
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# features (e.g., download as all possible file formats)
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ENV DEBIAN_FRONTEND noninteractive
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RUN apt-get update \
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&& apt-get install -yq --no-install-recommends \
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|
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|
wget \
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|
bzip2 \
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ca-certificates \
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sudo \
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locales \
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fonts-liberation \
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run-one \
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&& apt-get clean && rm -rf /var/lib/apt/lists/*
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|
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|
|
RUN echo "en_US.UTF-8 UTF-8" > /etc/locale.gen && \
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locale-gen
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# Configure environment
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|
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|
ENV CONDA_DIR=/opt/conda \
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SHELL=/bin/bash \
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NB_USER=$NB_USER \
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|
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|
NB_UID=$NB_UID \
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|
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|
NB_GID=$NB_GID \
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|
LC_ALL=en_US.UTF-8 \
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LANG=en_US.UTF-8 \
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|
LANGUAGE=en_US.UTF-8
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|
ENV PATH=$CONDA_DIR/bin:$PATH \
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HOME=/home/$NB_USER
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|
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# Copy a script that we will use to correct permissions after running certain commands
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|
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|
COPY fix-permissions /usr/local/bin/fix-permissions
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|
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|
RUN chmod a+rx /usr/local/bin/fix-permissions
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|
|
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|
|
# Enable prompt color in the skeleton .bashrc before creating the default NB_USER
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|
|
RUN sed -i 's/^#force_color_prompt=yes/force_color_prompt=yes/' /etc/skel/.bashrc
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|
|
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|
|
# Create NB_USER wtih name jovyan user with UID=1000 and in the 'users' group
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|
|
|
# and make sure these dirs are writable by the `users` group.
|
|
|
|
RUN echo "auth requisite pam_deny.so" >> /etc/pam.d/su && \
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|
sed -i.bak -e 's/^%admin/#%admin/' /etc/sudoers && \
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|
|
sed -i.bak -e 's/^%sudo/#%sudo/' /etc/sudoers && \
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|
|
useradd -m -s /bin/bash -N -u $NB_UID $NB_USER && \
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|
mkdir -p $CONDA_DIR && \
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|
chown $NB_USER:$NB_GID $CONDA_DIR && \
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|
chmod g+w /etc/passwd && \
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|
|
fix-permissions $HOME && \
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|
|
fix-permissions "$(dirname $CONDA_DIR)"
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|
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|
USER $NB_UID
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WORKDIR $HOME
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|
|
|
ARG PYTHON_VERSION=default
|
|
|
|
|
|
|
|
# Setup work directory for backward-compatibility
|
|
|
|
RUN mkdir /home/$NB_USER/work && \
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|
|
|
fix-permissions /home/$NB_USER
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|
|
|
|
|
|
|
# Install conda as jovyan and check the md5 sum provided on the download site
|
|
|
|
ENV MINICONDA_VERSION=4.7.12.1 \
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|
|
|
MINICONDA_MD5=81c773ff87af5cfac79ab862942ab6b3 \
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|
CONDA_VERSION=4.7.12
|
|
|
|
|
|
|
|
RUN cd /tmp && \
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|
|
|
wget --quiet https://repo.continuum.io/miniconda/Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh && \
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|
|
|
echo "${MINICONDA_MD5} *Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh" | md5sum -c - && \
|
|
|
|
/bin/bash Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh -f -b -p $CONDA_DIR && \
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|
|
|
rm Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh && \
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|
|
|
echo "conda ${CONDA_VERSION}" >> $CONDA_DIR/conda-meta/pinned && \
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|
|
|
conda config --system --prepend channels conda-forge && \
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|
|
conda config --system --set auto_update_conda false && \
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|
|
|
conda config --system --set show_channel_urls true && \
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|
|
|
if [ ! $PYTHON_VERSION = 'default' ]; then conda install --yes python=$PYTHON_VERSION; fi && \
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|
|
|
conda list python | grep '^python ' | tr -s ' ' | cut -d '.' -f 1,2 | sed 's/$/.*/' >> $CONDA_DIR/conda-meta/pinned && \
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|
|
conda install --quiet --yes conda && \
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|
|
conda install --quiet --yes pip && \
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|
|
conda update --all --quiet --yes && \
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|
|
|
conda clean --all -f -y && \
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|
|
|
rm -rf /home/$NB_USER/.cache/yarn && \
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|
|
|
fix-permissions $CONDA_DIR && \
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|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
# Install Tini
|
|
|
|
RUN conda install --quiet --yes 'tini=0.18.0' && \
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|
|
|
conda list tini | grep tini | tr -s ' ' | cut -d ' ' -f 1,2 >> $CONDA_DIR/conda-meta/pinned && \
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|
|
|
conda clean --all -f -y && \
|
|
|
|
fix-permissions $CONDA_DIR && \
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|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
# Install Jupyter Notebook, Lab, and Hub
|
|
|
|
# Generate a notebook server config
|
|
|
|
# Cleanup temporary files
|
|
|
|
# Correct permissions
|
|
|
|
# Do all this in a single RUN command to avoid duplicating all of the
|
|
|
|
# files across image layers when the permissions change
|
|
|
|
RUN conda install --quiet --yes \
|
|
|
|
'notebook=6.0.3' \
|
|
|
|
'jupyterhub=1.1.0' \
|
|
|
|
'jupyterlab=1.2.5' && \
|
|
|
|
conda clean --all -f -y && \
|
|
|
|
npm cache clean --force && \
|
|
|
|
jupyter notebook --generate-config && \
|
|
|
|
rm -rf $CONDA_DIR/share/jupyter/lab/staging && \
|
|
|
|
rm -rf /home/$NB_USER/.cache/yarn && \
|
|
|
|
fix-permissions $CONDA_DIR && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
EXPOSE 8888
|
|
|
|
|
|
|
|
# Configure container startup
|
|
|
|
ENTRYPOINT ["tini", "-g", "--"]
|
|
|
|
CMD ["start-notebook.sh"]
|
|
|
|
|
|
|
|
# Copy local files as late as possible to avoid cache busting
|
|
|
|
COPY start.sh /usr/local/bin/
|
|
|
|
COPY start-notebook.sh /usr/local/bin/
|
|
|
|
COPY start-singleuser.sh /usr/local/bin/
|
|
|
|
COPY jupyter_notebook_config.py /etc/jupyter/
|
|
|
|
|
|
|
|
# Fix permissions on /etc/jupyter as root
|
|
|
|
USER root
|
|
|
|
RUN fix-permissions /etc/jupyter/
|
|
|
|
|
|
|
|
# Switch back to jovyan to avoid accidental container runs as root
|
|
|
|
USER $NB_UID
|
|
|
|
|
|
|
|
############################################################################
|
|
|
|
################# Dependency: jupyter/minimal-notebook #####################
|
|
|
|
############################################################################
|
|
|
|
|
|
|
|
# Copyright (c) Jupyter Development Team.
|
|
|
|
# Distributed under the terms of the Modified BSD License.
|
|
|
|
|
|
|
|
LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
|
|
|
|
|
|
|
|
USER root
|
|
|
|
|
|
|
|
# Install all OS dependencies for fully functional notebook server
|
|
|
|
RUN apt-get update && apt-get install -yq --no-install-recommends \
|
|
|
|
build-essential \
|
|
|
|
emacs \
|
|
|
|
git \
|
|
|
|
inkscape \
|
|
|
|
jed \
|
|
|
|
libsm6 \
|
|
|
|
libxext-dev \
|
|
|
|
libxrender1 \
|
|
|
|
lmodern \
|
|
|
|
netcat \
|
|
|
|
python-dev \
|
|
|
|
# ---- nbconvert dependencies ----
|
|
|
|
texlive-xetex \
|
|
|
|
texlive-fonts-recommended \
|
|
|
|
texlive-generic-recommended \
|
|
|
|
# Optional dependency
|
|
|
|
texlive-fonts-extra \
|
|
|
|
# ----
|
|
|
|
tzdata \
|
|
|
|
unzip \
|
|
|
|
nano \
|
|
|
|
&& apt-get clean && rm -rf /var/lib/apt/lists/*
|
|
|
|
|
|
|
|
# Switch back to jovyan to avoid accidental container runs as root
|
|
|
|
USER $NB_UID
|
|
|
|
|
|
|
|
############################################################################
|
|
|
|
################# Dependency: jupyter/scipy-notebook #######################
|
|
|
|
############################################################################
|
|
|
|
|
|
|
|
# Copyright (c) Jupyter Development Team.
|
|
|
|
# Distributed under the terms of the Modified BSD License.
|
|
|
|
|
|
|
|
LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
|
|
|
|
|
|
|
|
USER root
|
|
|
|
|
|
|
|
# ffmpeg for matplotlib anim
|
|
|
|
RUN apt-get update && \
|
|
|
|
apt-get install -y --no-install-recommends ffmpeg && \
|
|
|
|
rm -rf /var/lib/apt/lists/*
|
|
|
|
|
|
|
|
USER $NB_UID
|
|
|
|
|
|
|
|
# Install Python 3 packages
|
|
|
|
RUN conda install --quiet --yes \
|
|
|
|
'beautifulsoup4=4.8.*' \
|
|
|
|
'conda-forge::blas=*=openblas' \
|
|
|
|
'bokeh=1.4.*' \
|
|
|
|
'cloudpickle=1.2.*' \
|
|
|
|
'cython=0.29.*' \
|
|
|
|
'dask=2.9.*' \
|
|
|
|
'dill=0.3.*' \
|
|
|
|
'h5py=2.10.*' \
|
|
|
|
'hdf5=1.10.*' \
|
|
|
|
'ipywidgets=7.5.*' \
|
|
|
|
'matplotlib-base=3.1.*' \
|
|
|
|
'numba=0.48.*' \
|
|
|
|
'numexpr=2.7.*' \
|
|
|
|
'pandas=0.25.*' \
|
|
|
|
'patsy=0.5.*' \
|
|
|
|
'protobuf=3.11.*' \
|
|
|
|
'scikit-image=0.16.*' \
|
|
|
|
'scikit-learn=0.22.*' \
|
|
|
|
'scipy=1.4.*' \
|
|
|
|
'seaborn=0.9.*' \
|
|
|
|
'sqlalchemy=1.3.*' \
|
|
|
|
'statsmodels=0.11.*' \
|
|
|
|
'sympy=1.5.*' \
|
|
|
|
'vincent=0.4.*' \
|
|
|
|
'xlrd' \
|
|
|
|
&& \
|
|
|
|
conda clean --all -f -y && \
|
|
|
|
# Activate ipywidgets extension in the environment that runs the notebook server
|
|
|
|
jupyter nbextension enable --py widgetsnbextension --sys-prefix && \
|
|
|
|
# Also activate ipywidgets extension for JupyterLab
|
|
|
|
# Check this URL for most recent compatibilities
|
|
|
|
# https://github.com/jupyter-widgets/ipywidgets/tree/master/packages/jupyterlab-manager
|
|
|
|
jupyter labextension install @jupyter-widgets/jupyterlab-manager@^1.0.1 --no-build && \
|
|
|
|
jupyter labextension install jupyterlab_bokeh@1.0.0 --no-build && \
|
|
|
|
jupyter lab build && \
|
|
|
|
npm cache clean --force && \
|
|
|
|
rm -rf $CONDA_DIR/share/jupyter/lab/staging && \
|
|
|
|
rm -rf /home/$NB_USER/.cache/yarn && \
|
|
|
|
rm -rf /home/$NB_USER/.node-gyp && \
|
|
|
|
fix-permissions $CONDA_DIR && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
# Install facets which does not have a pip or conda package at the moment
|
|
|
|
RUN cd /tmp && \
|
|
|
|
git clone https://github.com/PAIR-code/facets.git && \
|
|
|
|
cd facets && \
|
|
|
|
jupyter nbextension install facets-dist/ --sys-prefix && \
|
|
|
|
cd && \
|
|
|
|
rm -rf /tmp/facets && \
|
|
|
|
fix-permissions $CONDA_DIR && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
# Import matplotlib the first time to build the font cache.
|
|
|
|
ENV XDG_CACHE_HOME /home/$NB_USER/.cache/
|
|
|
|
RUN MPLBACKEND=Agg python -c "import matplotlib.pyplot" && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
USER $NB_UID
|
|
|
|
|
|
|
|
############################################################################
|
|
|
|
################ Dependency: jupyter/datascience-notebook ##################
|
|
|
|
############################################################################
|
|
|
|
|
|
|
|
# Copyright (c) Jupyter Development Team.
|
|
|
|
# Distributed under the terms of the Modified BSD License.
|
|
|
|
|
|
|
|
LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
|
|
|
|
|
|
|
|
# Set when building on Travis so that certain long-running build steps can
|
|
|
|
# be skipped to shorten build time.
|
|
|
|
ARG TEST_ONLY_BUILD
|
|
|
|
|
|
|
|
USER root
|
|
|
|
|
|
|
|
# R pre-requisites
|
|
|
|
RUN apt-get update && \
|
|
|
|
apt-get install -y --no-install-recommends \
|
|
|
|
fonts-dejavu \
|
|
|
|
gfortran \
|
|
|
|
gcc && \
|
|
|
|
rm -rf /var/lib/apt/lists/*
|
|
|
|
|
|
|
|
# Julia dependencies
|
|
|
|
# install Julia packages in /opt/julia instead of $HOME
|
|
|
|
ENV JULIA_DEPOT_PATH=/opt/julia
|
|
|
|
ENV JULIA_PKGDIR=/opt/julia
|
|
|
|
ENV JULIA_VERSION=1.3.1
|
|
|
|
|
|
|
|
RUN mkdir /opt/julia-${JULIA_VERSION} && \
|
|
|
|
cd /tmp && \
|
|
|
|
wget -q https://julialang-s3.julialang.org/bin/linux/x64/`echo ${JULIA_VERSION} | cut -d. -f 1,2`/julia-${JULIA_VERSION}-linux-x86_64.tar.gz && \
|
|
|
|
echo "faa707c8343780a6fe5eaf13490355e8190acf8e2c189b9e7ecbddb0fa2643ad *julia-${JULIA_VERSION}-linux-x86_64.tar.gz" | sha256sum -c - && \
|
|
|
|
tar xzf julia-${JULIA_VERSION}-linux-x86_64.tar.gz -C /opt/julia-${JULIA_VERSION} --strip-components=1 && \
|
|
|
|
rm /tmp/julia-${JULIA_VERSION}-linux-x86_64.tar.gz
|
|
|
|
RUN ln -fs /opt/julia-*/bin/julia /usr/local/bin/julia
|
|
|
|
|
|
|
|
# Show Julia where conda libraries are \
|
|
|
|
RUN mkdir /etc/julia && \
|
|
|
|
echo "push!(Libdl.DL_LOAD_PATH, \"$CONDA_DIR/lib\")" >> /etc/julia/juliarc.jl && \
|
|
|
|
# Create JULIA_PKGDIR \
|
|
|
|
mkdir $JULIA_PKGDIR && \
|
|
|
|
chown $NB_USER $JULIA_PKGDIR && \
|
|
|
|
fix-permissions $JULIA_PKGDIR
|
|
|
|
|
|
|
|
USER $NB_UID
|
|
|
|
|
|
|
|
# R packages including IRKernel which gets installed globally.
|
|
|
|
RUN conda install --quiet --yes \
|
|
|
|
'r-base=3.6.2' \
|
|
|
|
'r-caret=6.0*' \
|
|
|
|
'r-crayon=1.3*' \
|
|
|
|
'r-devtools=2.2*' \
|
|
|
|
'r-forecast=8.10*' \
|
|
|
|
'r-hexbin=1.28*' \
|
|
|
|
'r-htmltools=0.4*' \
|
|
|
|
'r-htmlwidgets=1.5*' \
|
|
|
|
'r-irkernel=1.1*' \
|
|
|
|
'r-nycflights13=1.0*' \
|
|
|
|
'r-plyr=1.8*' \
|
|
|
|
'r-randomforest=4.6*' \
|
|
|
|
'r-rcurl=1.98*' \
|
|
|
|
'r-reshape2=1.4*' \
|
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'r-rmarkdown=2.1*' \
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'r-rsqlite=2.1*' \
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'r-shiny=1.3*' \
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'r-tidyverse=1.3*' \
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'rpy2=3.1*' \
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&& \
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conda clean --all -f -y && \
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fix-permissions $CONDA_DIR && \
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fix-permissions /home/$NB_USER
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# Add Julia packages. Only add HDF5 if this is not a test-only build since
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# it takes roughly half the entire build time of all of the images on Travis
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# to add this one package and often causes Travis to timeout.
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#
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# Install IJulia as jovyan and then move the kernelspec out
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# to the system share location. Avoids problems with runtime UID change not
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# taking effect properly on the .local folder in the jovyan home dir.
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RUN julia -e 'import Pkg; Pkg.update()' && \
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(test $TEST_ONLY_BUILD || julia -e 'import Pkg; Pkg.add("HDF5")') && \
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julia -e "using Pkg; pkg\"add IJulia\"; pkg\"precompile\"" && \
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# move kernelspec out of home \
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mv $HOME/.local/share/jupyter/kernels/julia* $CONDA_DIR/share/jupyter/kernels/ && \
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chmod -R go+rx $CONDA_DIR/share/jupyter && \
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rm -rf $HOME/.local && \
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fix-permissions $JULIA_PKGDIR $CONDA_DIR/share/jupyter
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############################################################################
|
2020-02-24 20:35:15 +00:00
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########################## Dependency: gpulibs #############################
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2020-02-22 18:12:16 +00:00
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############################################################################
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2020-02-26 06:50:27 +00:00
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LABEL maintainer="Christoph Schranz <christoph.schranz@salzburgresearch.at>"
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2020-02-22 18:12:16 +00:00
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# Install Tensorflow
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2020-02-24 20:35:15 +00:00
|
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RUN conda install --quiet --yes \
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'tensorflow=1.13*' \
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|
'keras=2.2*' && \
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|
conda clean --all -f -y && \
|
2020-02-22 18:12:16 +00:00
|
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|
fix-permissions $CONDA_DIR && \
|
|
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|
fix-permissions /home/$NB_USER
|
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|
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|
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|
|
# Install PyTorch dependencies
|
|
|
|
RUN conda install --quiet --yes \
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|
|
pyyaml mkl mkl-include setuptools cmake cffi typing && \
|
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|
|
conda clean --all -f -y && \
|
|
|
|
fix-permissions $CONDA_DIR && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
2020-02-22 19:40:18 +00:00
|
|
|
# Install PyTorch, version of cudatoolkit must match those of the base image
|
2020-02-22 18:12:16 +00:00
|
|
|
RUN conda install -y -c pytorch \
|
2020-02-23 19:26:12 +00:00
|
|
|
cudatoolkit=10.1 \
|
2020-02-22 18:12:16 +00:00
|
|
|
'pytorch=1.3.1' \
|
|
|
|
torchvision && \
|
|
|
|
conda clean --all -f -y && \
|
|
|
|
fix-permissions $CONDA_DIR && \
|
|
|
|
fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
############################################################################
|
|
|
|
############################ Useful packages ###############################
|
|
|
|
############################################################################
|
|
|
|
|
2020-02-26 06:50:27 +00:00
|
|
|
LABEL maintainer="Christoph Schranz <christoph.schranz@salzburgresearch.at>"
|
|
|
|
|
2020-02-22 18:12:16 +00:00
|
|
|
# Update conda
|
|
|
|
RUN conda update -n base conda -y
|
|
|
|
|
|
|
|
USER root
|
|
|
|
|
|
|
|
# Install elasticsearch libs
|
|
|
|
USER root
|
|
|
|
RUN apt-get update \
|
|
|
|
&& curl -sL https://repo1.maven.org/maven2/org/elasticsearch/elasticsearch-hadoop/6.8.1/elasticsearch-hadoop-6.8.1.jar
|
|
|
|
RUN pip install --no-cache-dir elasticsearch==7.1.0
|
|
|
|
|
|
|
|
# Install rpy2 to share data between Python and R
|
|
|
|
RUN conda install rpy2=2.9.4 plotly=4.4.1
|
|
|
|
RUN conda install -c conda-forge ipyleaflet
|
|
|
|
|
|
|
|
# Install important packages and Graphviz
|
|
|
|
RUN set -ex \
|
|
|
|
&& buildDeps=' \
|
|
|
|
graphviz==0.11 \
|
|
|
|
' \
|
|
|
|
&& apt-get update \
|
|
|
|
&& apt-get -y install htop apt-utils graphviz libgraphviz-dev \
|
|
|
|
&& pip install --no-cache-dir $buildDeps
|
|
|
|
|
|
|
|
# Install various extensions
|
|
|
|
RUN jupyter labextension install @jupyterlab/github
|
|
|
|
RUN jupyter labextension install jupyterlab-drawio
|
|
|
|
RUN jupyter labextension install jupyter-leaflet
|
|
|
|
RUN jupyter labextension install @jupyterlab/plotly-extension
|
|
|
|
RUN jupyter labextension install @jupyter-widgets/jupyterlab-manager
|
|
|
|
RUN pip install --no-cache-dir jupyter-tabnine==1.0.2 && \
|
|
|
|
jupyter nbextension install --py jupyter_tabnine && \
|
|
|
|
jupyter nbextension enable --py jupyter_tabnine && \
|
|
|
|
jupyter serverextension enable --py jupyter_tabnine
|
|
|
|
RUN fix-permissions $CONDA_DIR
|
|
|
|
RUN conda install -c conda-forge jupyter_contrib_nbextensions && \
|
|
|
|
conda install -c conda-forge jupyter_nbextensions_configurator && \
|
|
|
|
jupyter nbextension enable codefolding/main
|
|
|
|
RUN jupyter labextension install @ijmbarr/jupyterlab_spellchecker
|
|
|
|
|
|
|
|
RUN fix-permissions /home/$NB_USER
|
|
|
|
|
|
|
|
# Switch back to jovyan to avoid accidental container runs as root
|
|
|
|
USER $NB_UID
|
2020-02-26 08:22:01 +00:00
|
|
|
|
2020-02-26 10:03:52 +00:00
|
|
|
# Copy jupyter_notebook_config.json
|
2020-02-26 08:22:01 +00:00
|
|
|
COPY jupyter_notebook_config.json /etc/jupyter/
|