nvidia/cuda:10.2-base-ubuntu18.04
This commit is contained in:
Christoph Schranz
parent
aa9e9c499c
commit
c9872f639e
463
src/Dockerfile
463
src/Dockerfile
@ -1,463 +0,0 @@
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FROM nvidia/cuda:10.1-base-ubuntu18.04
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LABEL maintainer="Christoph Schranz <christoph.schranz@salzburgresearch.at>"
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############################################################################
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#################### Dependency: jupyter/base-image ########################
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############################################################################
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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 && apt-get -yq dist-upgrade \
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&& apt-get install -yq --no-install-recommends \
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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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||||
&& rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN echo "en_US.UTF-8 UTF-8" > /etc/locale.gen && \
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locale-gen
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|
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# Configure environment
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ENV CONDA_DIR=/opt/conda \
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SHELL=/bin/bash \
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NB_USER=$NB_USER \
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NB_UID=$NB_UID \
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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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# Add a script that we will use to correct permissions after running certain commands
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ADD fix-permissions /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
|
||||
|
||||
# Create NB_USER wtih name jovyan user with UID=1000 and in the 'users' group
|
||||
# and make sure these dirs are writable by the `users` group.
|
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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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USER $NB_UID
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WORKDIR $HOME
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# Setup work directory for backward-compatibility
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RUN mkdir /home/$NB_USER/work && \
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fix-permissions /home/$NB_USER
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# Install conda as jovyan and check the md5 sum provided on the download site
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ENV MINICONDA_VERSION=4.6.14 \
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CONDA_VERSION=4.7.10
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RUN cd /tmp && \
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wget --quiet https://repo.continuum.io/miniconda/Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh && \
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echo "718259965f234088d785cad1fbd7de03 *Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh" | md5sum -c - && \
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/bin/bash Miniconda3-${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_DIR/bin/conda config --system --prepend channels conda-forge && \
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$CONDA_DIR/bin/conda config --system --set auto_update_conda false && \
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$CONDA_DIR/bin/conda config --system --set show_channel_urls true && \
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$CONDA_DIR/bin/conda install --quiet --yes conda && \
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$CONDA_DIR/bin/conda update --all --quiet --yes && \
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conda list python | grep '^python ' | tr -s ' ' | cut -d '.' -f 1,2 | sed 's/$/.*/' >> $CONDA_DIR/conda-meta/pinned && \
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conda clean --all -f -y && \
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rm -rf /home/$NB_USER/.cache/yarn && \
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fix-permissions $CONDA_DIR && \
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fix-permissions /home/$NB_USER
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|
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# Install Tini
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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 && \
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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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# Install Jupyter Notebook, Lab, and Hub
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# Generate a notebook server config
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# Cleanup temporary files
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# Correct permissions
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# Do all this in a single RUN command to avoid duplicating all of the
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# files across image layers when the permissions change
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RUN conda install --quiet --yes \
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'notebook=6.0.0' \
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'jupyterhub=1.0.0' \
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'jupyterlab=1.0.4' && \
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conda clean --all -f -y && \
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npm cache clean --force && \
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jupyter notebook --generate-config && \
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rm -rf $CONDA_DIR/share/jupyter/lab/staging && \
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rm -rf /home/$NB_USER/.cache/yarn && \
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fix-permissions $CONDA_DIR && \
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fix-permissions /home/$NB_USER
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EXPOSE 8888
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# Configure container startup
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ENTRYPOINT ["tini", "-g", "--"]
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CMD ["start-notebook.sh"]
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# Add local files as late as possible to avoid cache busting
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COPY start.sh /usr/local/bin/
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COPY start-notebook.sh /usr/local/bin/
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COPY start-singleuser.sh /usr/local/bin/
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COPY jupyter_notebook_config.py /etc/jupyter/
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# Fix permissions on /etc/jupyter as root
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USER root
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RUN fix-permissions /etc/jupyter/
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############################################################################
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################# Dependency: jupyter/minimal-notebook #####################
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############################################################################
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# Install all OS dependencies for fully functional notebook server
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RUN apt-get update && apt-get install -yq --no-install-recommends \
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build-essential \
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emacs \
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git \
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inkscape \
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jed \
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libsm6 \
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libxext-dev \
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libxrender1 \
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lmodern \
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netcat \
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pandoc \
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python-dev \
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texlive-fonts-extra \
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texlive-fonts-recommended \
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texlive-generic-recommended \
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texlive-latex-base \
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texlive-latex-extra \
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texlive-xetex \
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tzdata \
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unzip \
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nano \
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&& rm -rf /var/lib/apt/lists/*
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############################################################################
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################# Dependency: jupyter/scipy-notebook #######################
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############################################################################
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|
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# ffmpeg for matplotlib anim
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RUN apt-get update && \
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apt-get install -y --no-install-recommends ffmpeg && \
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rm -rf /var/lib/apt/lists/*
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|
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USER $NB_UID
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|
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# Install Python 3 packages
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||||
RUN conda install --quiet --yes \
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'conda-forge::blas=*=openblas' \
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'ipywidgets=7.5*' \
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'pandas=0.24*' \
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||||
'numexpr=2.6*' \
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'matplotlib-base=3.1.*' \
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'scipy=1.2*' \
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'seaborn=0.9*' \
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'scikit-learn=0.20*' \
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||||
'scikit-image=0.14*' \
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'sympy=1.3*' \
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'cython=0.29*' \
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||||
'patsy=0.5*' \
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'statsmodels=0.9*' \
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'cloudpickle=0.8*' \
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'dill=0.2*' \
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'dask=1.1.*' \
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||||
'numba=0.42*' \
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||||
'bokeh=1.0*' \
|
||||
'sqlalchemy=1.3*' \
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||||
'hdf5=1.10*' \
|
||||
'h5py=2.9*' \
|
||||
'vincent=0.4.*' \
|
||||
'beautifulsoup4=4.7.*' \
|
||||
'protobuf=3.7.*' \
|
||||
'xlrd' && \
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conda clean --all -f -y && \
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||||
# Activate ipywidgets extension in the environment that runs the notebook server
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||||
jupyter nbextension enable --py widgetsnbextension --sys-prefix && \
|
||||
# Also activate ipywidgets extension for JupyterLab
|
||||
# Check this URL for most recent compatibilities
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||||
# https://github.com/jupyter-widgets/ipywidgets/tree/master/packages/jupyterlab-manager
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jupyter labextension install @jupyter-widgets/jupyterlab-manager@^1.0.1 --no-build && \
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jupyter labextension install jupyterlab_bokeh@1.0.0 --no-build && \
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jupyter lab build --dev-build=False && \
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||||
npm cache clean --force && \
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||||
rm -rf $CONDA_DIR/share/jupyter/lab/staging && \
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||||
rm -rf /home/$NB_USER/.cache/yarn && \
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||||
rm -rf /home/$NB_USER/.node-gyp && \
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||||
fix-permissions $CONDA_DIR && \
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||||
fix-permissions /home/$NB_USER
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||||
|
||||
# Install facets which does not have a pip or conda package at the moment
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||||
RUN cd /tmp && \
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git clone https://github.com/PAIR-code/facets.git && \
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cd facets && \
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jupyter nbextension install facets-dist/ --sys-prefix && \
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cd && \
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rm -rf /tmp/facets && \
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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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# Import matplotlib the first time to build the font cache.
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ENV XDG_CACHE_HOME /home/$NB_USER/.cache/
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RUN MPLBACKEND=Agg python -c "import matplotlib.pyplot" && \
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fix-permissions /home/$NB_USER
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############################################################################
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################ Dependency: jupyter/datascience-notebook ##################
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############################################################################
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USER root
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# R pre-requisites
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RUN apt-get update && \
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apt-get install -y --no-install-recommends \
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fonts-dejavu \
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gfortran \
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gcc && \
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rm -rf /var/lib/apt/lists/*
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# Julia dependencies
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# install Julia packages in /opt/julia instead of $HOME
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ENV JULIA_DEPOT_PATH=/opt/julia
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ENV JULIA_PKGDIR=/opt/julia
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ENV JULIA_VERSION=1.1.0
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RUN mkdir /opt/julia-${JULIA_VERSION} && \
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cd /tmp && \
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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 && \
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echo "80cfd013e526b5145ec3254920afd89bb459f1db7a2a3f21849125af20c05471 *julia-${JULIA_VERSION}-linux-x86_64.tar.gz" | sha256sum -c - && \
|
||||
tar xzf julia-${JULIA_VERSION}-linux-x86_64.tar.gz -C /opt/julia-${JULIA_VERSION} --strip-components=1 && \
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rm /tmp/julia-${JULIA_VERSION}-linux-x86_64.tar.gz
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||||
RUN ln -fs /opt/julia-*/bin/julia /usr/local/bin/julia
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|
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# Show Julia where conda libraries are \
|
||||
RUN mkdir /etc/julia && \
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echo "push!(Libdl.DL_LOAD_PATH, \"$CONDA_DIR/lib\")" >> /etc/julia/juliarc.jl && \
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# Create JULIA_PKGDIR \
|
||||
mkdir $JULIA_PKGDIR && \
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chown $NB_USER $JULIA_PKGDIR && \
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fix-permissions $JULIA_PKGDIR
|
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|
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USER $NB_UID
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|
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# R packages including IRKernel which gets installed globally.
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RUN conda install --quiet --yes \
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'rpy2=2.9*' \
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'r-base=3.5.1' \
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'r-irkernel=0.8*' \
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'r-plyr=1.8*' \
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'r-devtools=1.13*' \
|
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'r-tidyverse=1.2*' \
|
||||
'r-shiny=1.2*' \
|
||||
'r-rmarkdown=1.11*' \
|
||||
'r-forecast=8.2*' \
|
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'r-rsqlite=2.1*' \
|
||||
'r-reshape2=1.4*' \
|
||||
'r-nycflights13=1.0*' \
|
||||
'r-caret=6.0*' \
|
||||
'r-rcurl=1.95*' \
|
||||
'r-crayon=1.3*' \
|
||||
'r-randomforest=4.6*' \
|
||||
'r-htmltools=0.3*' \
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'r-sparklyr=0.9*' \
|
||||
'r-htmlwidgets=1.2*' \
|
||||
'r-hexbin=1.27*' && \
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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
|
||||
|
||||
# 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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# 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
|
||||
# taking effect properly on the .local folder in the jovyan home dir.
|
||||
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 Gadfly RDatasets IJulia InstantiateFromURL\"; 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 && \
|
||||
rm -rf $HOME/.local && \
|
||||
fix-permissions $JULIA_PKGDIR $CONDA_DIR/share/jupyter
|
||||
|
||||
|
||||
############################################################################
|
||||
################ Dependency: jupyter/scipy-notebook ##################
|
||||
############################################################################
|
||||
|
||||
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
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||||
RUN conda install --quiet --yes \
|
||||
'conda-forge::blas=*=openblas' \
|
||||
'ipywidgets=7.5*' \
|
||||
'pandas=0.24*' \
|
||||
'numexpr=2.6*' \
|
||||
'matplotlib-base=3.1.*' \
|
||||
'scipy=1.2*' \
|
||||
'seaborn=0.9*' \
|
||||
'scikit-learn=0.20*' \
|
||||
'scikit-image=0.14*' \
|
||||
'sympy=1.3*' \
|
||||
'cython=0.29*' \
|
||||
'patsy=0.5*' \
|
||||
'statsmodels=0.9*' \
|
||||
'cloudpickle=0.8*' \
|
||||
'dill=0.2*' \
|
||||
'dask=1.1.*' \
|
||||
'numba=0.42*' \
|
||||
'bokeh=1.0*' \
|
||||
'sqlalchemy=1.3*' \
|
||||
'hdf5=1.10*' \
|
||||
'h5py=2.9*' \
|
||||
'vincent=0.4.*' \
|
||||
'beautifulsoup4=4.7.*' \
|
||||
'protobuf=3.7.*' \
|
||||
'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 --dev-build=False && \
|
||||
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
|
||||
|
||||
|
||||
############################################################################
|
||||
############### Dependency: jupyter/tensorflow-notebook ####################
|
||||
############################################################################
|
||||
|
||||
# Install Tensorflow
|
||||
RUN conda install --quiet --yes \
|
||||
'tensorflow=1.13*' \
|
||||
'keras=2.2*' && \
|
||||
conda clean --all -f -y && \
|
||||
fix-permissions $CONDA_DIR && \
|
||||
fix-permissions /home/$NB_USER
|
||||
|
||||
# RUN pip install --upgrade tensorflow-gpu
|
||||
|
||||
############################################################################
|
||||
########################## Dependency: pytorch #############################
|
||||
############################################################################
|
||||
|
||||
# Install PyTorch dependencies
|
||||
RUN conda install --quiet --yes \
|
||||
pyyaml mkl mkl-include setuptools cmake cffi typing && \
|
||||
conda clean --all -f -y && \
|
||||
fix-permissions $CONDA_DIR && \
|
||||
fix-permissions /home/$NB_USER
|
||||
|
||||
# Install PyTorch
|
||||
RUN conda install -y -c pytorch \
|
||||
cudatoolkit=10.1 \
|
||||
'pytorch=1.3.1' \
|
||||
torchvision && \
|
||||
conda clean --all -f -y && \
|
||||
fix-permissions $CONDA_DIR && \
|
||||
fix-permissions /home/$NB_USER
|
||||
|
||||
############################################################################
|
||||
############################ Useful packages ###############################
|
||||
############################################################################
|
||||
|
||||
# Update conda
|
||||
RUN conda update -n base conda -y
|
||||
|
||||
# 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 $CONDA_DIR
|
||||
RUN conda install -c conda-forge jupyter_contrib_nbextensions && \
|
||||
conda install -c conda-forge jupyter_nbextensions_configurator && \
|
||||
jupyter nbextension enable codefolding/main
|
||||
RUN jupyter labextension install @ijmbarr/jupyterlab_spellchecker
|
||||
|
||||
# Copying config and fix permissions
|
||||
COPY jupyter_notebook_config.json /etc/jupyter/
|
||||
RUN fix-permissions /home/$NB_USER
|
||||
|
||||
# Switch back to jovyan to avoid accidental container runs as root
|
||||
USER $NB_UID
|
||||
@ -1,3 +1,4 @@
|
||||
# Use NVIDIA CUDA as base image and run the same installation as in the other packages.
|
||||
FROM nvidia/cuda:10.1-base-ubuntu18.04
|
||||
# The version of cudatoolkit must match those of the base image, see Dockerfile.pytorch
|
||||
FROM nvidia/cuda:10.2-base-ubuntu18.04
|
||||
LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
|
||||
|
||||
@ -5,9 +5,9 @@ RUN conda install --quiet --yes \
|
||||
fix-permissions $CONDA_DIR && \
|
||||
fix-permissions /home/$NB_USER
|
||||
|
||||
# Install PyTorch
|
||||
# Install PyTorch, version of cudatoolkit must match those of the base image
|
||||
RUN conda install -y -c pytorch \
|
||||
cudatoolkit=10.1 \
|
||||
cudatoolkit=10.2 \
|
||||
'pytorch=1.3.1' \
|
||||
torchvision && \
|
||||
conda clean --all -f -y && \
|
||||
|
||||
Loading…
Reference in New Issue
Block a user