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current.Dockerfile
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FROM ubuntu:20.04
USER root
### BASICS ###
# Technical Environment Variables
ENV TZ=Asia/Shanghai \
SHELL="/bin/bash" \
HOME="/root" \
# Nobteook server user: https://github.com/jupyter/docker-stacks/blob/master/base-notebook/Dockerfile#L33
NB_USER="root" \
USER_GID=0 \
XDG_CACHE_HOME="/root/.cache/" \
XDG_RUNTIME_DIR="/tmp" \
DISPLAY=":1" \
TERM="xterm" \
DEBIAN_FRONTEND="noninteractive" \
RESOURCES_PATH="/resources" \
SSL_RESOURCES_PATH="/resources/ssl" \
WORKSPACE_HOME="/workspace" \
CLEAN_SH='clean-layer.sh > /dev/null'
WORKDIR $HOME
# Make folders && 设置时区
RUN \
mkdir $RESOURCES_PATH && chmod a+rwx $RESOURCES_PATH && \
mkdir $WORKSPACE_HOME && chmod a+rwx $WORKSPACE_HOME && \
mkdir $SSL_RESOURCES_PATH && chmod a+rwx $SSL_RESOURCES_PATH
# Layer cleanup script
COPY resources/scripts/clean-layer.sh /usr/bin/clean-layer.sh
COPY resources/scripts/fix-permissions.sh /usr/bin/fix-permissions.sh
# Make clean-layer and fix-permissions executable
RUN \
chmod a+rwx /usr/bin/clean-layer.sh && \
chmod a+rwx /usr/bin/fix-permissions.sh
# Generate and Set locals && tz
# https://stackoverflow.com/questions/28405902/how-to-set-the-locale-inside-a-debian-ubuntu-docker-container#38553499
RUN \
apt-get update > /dev/null && \
apt-get install -y locales tzdata && \
# install locales-all?
sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && \
locale-gen && \
dpkg-reconfigure --frontend=noninteractive locales && \
update-locale LANG=en_US.UTF-8 && \
# 设置时区
ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone && \
echo "Asia/Shanghai" > /etc/timezone && \
dpkg-reconfigure -f noninteractive tzdata && \
# Cleanup
${CLEAN_SH}
ENV LC_ALL="en_US.UTF-8" \
LANG="en_US.UTF-8" \
LANGUAGE="en_US:en"
# Install basics
RUN \
# TODO add repos?
# add-apt-repository ppa:apt-fast/stable
# add-apt-repository 'deb http://security.ubuntu.com/ubuntu xenial-security main'
apt-get update --fix-missing > /dev/null && \
apt-get install -y sudo apt-utils && \
apt-get upgrade -y && \
apt-get update > /dev/null && \
apt-get install -y --no-install-recommends \
# This is necessary for apt to access HTTPS sources:
apt-transport-https \
gnupg-agent \
gpg-agent \
gnupg2 \
ca-certificates \
build-essential \
pkg-config \
software-properties-common \
lsof \
net-tools \
libcurl4 \
curl \
wget \
cron \
openssl \
iproute2 \
psmisc \
tmux \
dpkg-sig \
uuid-dev \
csh \
xclip \
clinfo \
time \
libssl-dev \
libgdbm-dev \
libncurses5-dev \
libncursesw5-dev \
# required by pyenv
libreadline-dev \
libedit-dev \
xz-utils \
gawk \
# Simplified Wrapper and Interface Generator (5.8MB) - required by lots of py-libs
swig \
# Graphviz (graph visualization software) (4MB)
graphviz libgraphviz-dev \
# Terminal multiplexer
screen \
# Editor
nano \
# Find files
locate \
# Dev Tools
sqlite3 \
# XML Utils
xmlstarlet \
# GNU parallel
parallel \
# R*-tree implementation - Required for earthpy, geoviews (3MB)
libspatialindex-dev \
# Search text and binary files
yara \
# Minimalistic C client for Redis
libhiredis-dev \
# postgresql client
libpq-dev \
# mysql client (10MB)
libmysqlclient-dev \
# mariadb client (7MB)
# libmariadbclient-dev \
# image processing library (6MB), required for tesseract
libleptonica-dev \
# GEOS library (3MB)
libgeos-dev \
# style sheet preprocessor
less \
# Print dir tree
tree \
# Bash autocompletion functionality
bash-completion \
# ping support
iputils-ping \
# Map remote ports to localhosM
socat \
# Json Processor
jq \
rsync \
# sqlite3 driver - required for pyenv
libsqlite3-dev \
# VCS:
git \
subversion \
jed \
# odbc drivers
unixodbc unixodbc-dev \
# Image support
libtiff-dev \
libjpeg-dev \
libpng-dev \
libglib2.0-0 \
libxext6 \
libsm6 \
libxext-dev \
libxrender1 \
libzmq3-dev \
# protobuffer support
protobuf-compiler \
libprotobuf-dev \
libprotoc-dev \
autoconf \
automake \
libtool \
cmake \
fonts-liberation \
google-perftools \
# Compression Libs
# also install rar/unrar? but both are propriatory or unar (40MB)
zip \
gzip \
unzip \
bzip2 \
lzop \
# deprecates bsdtar (https://ubuntu.pkgs.org/20.04/ubuntu-universe-i386/libarchive-tools_3.4.0-2ubuntu1_i386.deb.html)
libarchive-tools \
zlibc \
# unpack (almost) everything with one command
unp \
libbz2-dev \
liblzma-dev \
zlib1g-dev && \
# Update git to newest version
add-apt-repository -y ppa:git-core/ppa && \
apt-get update > /dev/null && \
apt-get install -y --no-install-recommends git && \
# Fix all execution permissions
chmod -R a+rwx /usr/local/bin/ && \
# configure dynamic linker run-time bindings
ldconfig && \
# Fix permissions
fix-permissions.sh $HOME && \
# Add tini
wget --no-verbose https://github.com/krallin/tini/releases/download/v0.19.0/tini -O /tini && \
chmod +x /tini && \
# Cleanup
${CLEAN_SH}
# prepare ssh for inter-container communication for remote python kernel
RUN \
apt-get update > /dev/null && \
apt-get install -y --no-install-recommends \
openssh-client \
openssh-server \
# SSLH for SSH + HTTP(s) Multiplexing
sslh \
# SSH Tooling
autossh \
mussh && \
chmod go-w $HOME && \
mkdir -p $HOME/.ssh/ && \
# create empty config file if not exists
touch $HOME/.ssh/config && \
sudo chown -R $NB_USER:users $HOME/.ssh && \
chmod 700 $HOME/.ssh && \
printenv >> $HOME/.ssh/environment && \
chmod -R a+rwx /usr/local/bin/ && \
# Fix permissions
fix-permissions.sh $HOME && \
# Cleanup
${CLEAN_SH}
### END BASICS ###
### RUNTIMES ###
# Install Miniconda: https://repo.continuum.io/miniconda/
ENV \
# TODO: CONDA_DIR is deprecated and should be removed in the future
CONDA_DIR=/opt/conda \
CONDA_ROOT=/opt/conda \
PYTHON_VERSION="3.8.10" \
CONDA_PYTHON_DIR=/opt/conda/lib/python3.8 \
MINICONDA_VERSION=4.9.2 \
MINICONDA_MD5=122c8c9beb51e124ab32a0fa6426c656 \
CONDA_VERSION=4.9.2
RUN wget --no-verbose https://repo.anaconda.com/miniconda/Miniconda3-py38_${CONDA_VERSION}-Linux-x86_64.sh -O ~/miniconda.sh && \
echo "${MINICONDA_MD5} *miniconda.sh" | md5sum -c - && \
/bin/bash ~/miniconda.sh -b -p $CONDA_ROOT && \
export PATH=$CONDA_ROOT/bin:$PATH && \
rm ~/miniconda.sh && \
# Configure conda
# TODO: Add conde-forge as main channel -> remove if testted
# TODO, use condarc file
$CONDA_ROOT/bin/conda config --system --add channels conda-forge && \
$CONDA_ROOT/bin/conda config --system --set auto_update_conda False && \
$CONDA_ROOT/bin/conda config --system --set show_channel_urls True && \
$CONDA_ROOT/bin/conda config --system --set channel_priority strict && \
# Deactivate pip interoperability (currently default), otherwise conda tries to uninstall pip packages
$CONDA_ROOT/bin/conda config --system --set pip_interop_enabled false && \
# Update conda
$CONDA_ROOT/bin/conda update -y -n base -c defaults conda > /dev/null && \
$CONDA_ROOT/bin/conda update -y setuptools > /dev/null && \
$CONDA_ROOT/bin/conda install -y conda-build > /dev/null && \
# Update selected packages - install python 3.8.x
$CONDA_ROOT/bin/conda install -y --update-all python=$PYTHON_VERSION > /dev/null && \
# Link Conda
ln -s $CONDA_ROOT/bin/python /usr/local/bin/python && \
ln -s $CONDA_ROOT/bin/conda /usr/bin/conda && \
# Update
$CONDA_ROOT/bin/conda install -y pip > /dev/null && \
$CONDA_ROOT/bin/pip install --upgrade pip > /dev/null && \
chmod -R a+rwx /usr/local/bin/ && \
# Cleanup - Remove all here since conda is not in path as of now
# find /opt/conda/ -follow -type f -name '*.a' -delete && \
# find /opt/conda/ -follow -type f -name '*.js.map' -delete && \
$CONDA_ROOT/bin/conda clean -y --packages && \
$CONDA_ROOT/bin/conda clean -y -a -f && \
$CONDA_ROOT/bin/conda build purge-all && \
# Fix permissions
fix-permissions.sh $CONDA_ROOT && \
${CLEAN_SH}
ENV PATH=$CONDA_ROOT/bin:$PATH
# fix
ENV LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu:$CONDA_ROOT/lib
# Install pyenv to allow dynamic creation of python versions
RUN git clone https://github.com/pyenv/pyenv.git $RESOURCES_PATH/.pyenv && \
# Install pyenv plugins based on pyenv installer
git clone https://github.com/pyenv/pyenv-virtualenv.git $RESOURCES_PATH/.pyenv/plugins/pyenv-virtualenv && \
git clone git://github.com/pyenv/pyenv-doctor.git $RESOURCES_PATH/.pyenv/plugins/pyenv-doctor && \
git clone https://github.com/pyenv/pyenv-update.git $RESOURCES_PATH/.pyenv/plugins/pyenv-update && \
git clone https://github.com/pyenv/pyenv-which-ext.git $RESOURCES_PATH/.pyenv/plugins/pyenv-which-ext && \
apt-get update > /dev/null && \
# TODO: lib might contain high vulnerability
# Required by pyenv
apt-get install -y --no-install-recommends libffi-dev && \
${CLEAN_SH}
# Add pyenv to path
ENV PATH=$RESOURCES_PATH/.pyenv/shims:$RESOURCES_PATH/.pyenv/bin:$PATH \
PYENV_ROOT=$RESOURCES_PATH/.pyenv
# Install pipx
RUN pip install pipx > /dev/null && \
# Configure pipx
python -m pipx ensurepath && \
# Cleanup
${CLEAN_SH}
ENV PATH=$HOME/.local/bin:$PATH
# Install node.js
RUN \
apt-get update > /dev/null && \
# https://nodejs.org/en/about/releases/ use even numbered releases, i.e. LTS versions
curl -sL https://deb.nodesource.com/setup_14.x | sudo -E bash - && \
apt-get install -y nodejs && \
# As conda is first in path, the commands 'node' and 'npm' reference to the version of conda.
# Replace those versions with the newly installed versions of node
rm -f /opt/conda/bin/node && ln -s /usr/bin/node /opt/conda/bin/node && \
rm -f /opt/conda/bin/npm && ln -s /usr/bin/npm /opt/conda/bin/npm && \
# Fix permissions
chmod a+rwx /usr/bin/node && \
chmod a+rwx /usr/bin/npm && \
# Fix node versions - put into own dir and before conda:
mkdir -p /opt/node/bin && \
ln -s /usr/bin/node /opt/node/bin/node && \
ln -s /usr/bin/npm /opt/node/bin/npm && \
# Update npm
/usr/bin/npm install -g npm && \
# Install Yarn
/usr/bin/npm install -g yarn && \
# Install typescript
/usr/bin/npm install -g typescript && \
# Install webpack - 32 MB
/usr/bin/npm install -g webpack && \
# Install node-gyp
/usr/bin/npm install -g node-gyp && \
# Update all packages to latest version
/usr/bin/npm update -g && \
# Cleanup
${CLEAN_SH}
ENV PATH=/opt/node/bin:$PATH
### DATA SCIENCE BASICS ###
## Python 3
# Data science libraries requirements
COPY resources/libraries ${RESOURCES_PATH}/libraries
### Install main data science libs
RUN \
# Link Conda - All python are linke to the conda instances
# Linking python 3 crashes conda -> cannot install anyting - remove instead
# ln -s -f $CONDA_ROOT/bin/python /usr/bin/python3 && \
# if removed -> cannot use add-apt-repository
# rm /usr/bin/python3 && \
# rm /usr/bin/python3.5
ln -s -f $CONDA_ROOT/bin/python /usr/bin/python && \
apt-get update > /dev/null && \
# upgrade pip
pip install --upgrade pip > /dev/null && \
# If minimal flavor - install
if [ "$WORKSPACE_FLAVOR" = "minimal" ]; then \
# Install nomkl - mkl needs lots of space
conda install -y --update-all 'python='$PYTHON_VERSION nomkl ; \
else \
# Install mkl for faster computations
conda install -y --update-all 'python='$PYTHON_VERSION mkl-service mkl > /dev/null; \
fi && \
# Install some basics - required to run container
conda install -y --update-all \
'python='$PYTHON_VERSION \
'ipython=7.24.*' \
'notebook=6.4.*' \
'jupyterlab=3.0.*' \
# TODO: nbconvert 6.x makes problems with template_path
'nbconvert=5.6.*' \
# TODO: temp fix: yarl version 1.5 is required for lots of libraries.
'yarl==1.5.*' \
# TODO install scipy, numpy, sklearn, and numexpr via conda for mkl optimizaed versions: https://docs.anaconda.com/mkl-optimizations/
'scipy==1.7.*' \
'numpy==1.19.*' \
scikit-learn \
numexpr > /dev/null && \
# installed via apt-get and pip: protobuf \
# installed via apt-get: zlib && \
# Switch of channel priority, makes some trouble
conda config --system --set channel_priority false && \
# Install minimal pip requirements
pip install --no-cache-dir --upgrade --upgrade-strategy only-if-needed -r ${RESOURCES_PATH}/libraries/requirements-minimal.txt > /dev/null && \
# If minimal flavor - exit here
if [ "$WORKSPACE_FLAVOR" = "minimal" ]; then \
# Remove pandoc - package for markdown conversion - not needed
# TODO: conda remove -y --force pandoc && \
# Fix permissions
fix-permissions.sh $CONDA_ROOT && \
# Cleanup
${CLEAN_SH} && \
exit 0 ; \
fi && \
# OpenMPI support
apt-get install -y --no-install-recommends libopenmpi-dev openmpi-bin && \
conda install -y --freeze-installed \
'python='$PYTHON_VERSION \
boost \
mkl-include > /dev/null && \
# Install mkldnn
conda install -y --freeze-installed -c mingfeima mkldnn > /dev/null && \
# Install pytorch - cpu only
conda install -y -c pytorch "pytorch==1.9.*" cpuonly > /dev/null && \
# Install light pip requirements
pip install --no-cache-dir --upgrade --upgrade-strategy only-if-needed -r ${RESOURCES_PATH}/libraries/requirements-light.txt > /dev/null && \
# If light light flavor - exit here
if [ "$WORKSPACE_FLAVOR" = "light" ]; then \
# Fix permissions
fix-permissions.sh $CONDA_ROOT && \
# Cleanup
${CLEAN_SH} && \
exit 0 ; \
fi && \
# libartals == 40MB liblapack-dev == 20 MB
apt-get install -y --no-install-recommends liblapack-dev libatlas-base-dev libeigen3-dev libblas-dev && \
# pandoc -> installs libluajit -> problem for openresty
# HDF5 (19MB)
apt-get install -y --no-install-recommends libhdf5-dev && \
# TBB threading optimization
apt-get install -y --no-install-recommends libtbb-dev && \
# required for tesseract: 11MB - tesseract-ocr-dev?
apt-get install -y --no-install-recommends libtesseract-dev && \
pip install --no-cache-dir tesserocr > /dev/null && \
# TODO: installs tenserflow 2.4 - Required for tensorflow graphics (9MB)
apt-get install -y --no-install-recommends libopenexr-dev > /dev/null && \
#pip install --no-cache-dir tensorflow-graphics==2020.5.20 && \
# GCC OpenMP (GOMP) support library
apt-get install -y --no-install-recommends libgomp1 > /dev/null && \
# Install Intel(R) Compiler Runtime - numba optimization
# TODO: don't install, results in memory error: conda install -y --freeze-installed -c numba icc_rt && \
# Install libjpeg turbo for speedup in image processing
conda install -y --freeze-installed libjpeg-turbo > /dev/null && \
# Add snakemake for workflow management
conda install -y -c bioconda -c conda-forge snakemake-minimal > /dev/null && \
# Add mamba as conda alternativ
conda install -y -c conda-forge mamba > /dev/null && \
# Faiss - A library for efficient similarity search and clustering of dense vectors.
conda install -y --freeze-installed faiss-cpu > /dev/null && \
# Install full pip requirements
pip install --no-cache-dir --upgrade --upgrade-strategy only-if-needed --use-deprecated=legacy-resolver -r ${RESOURCES_PATH}/libraries/requirements-full.txt > /dev/null && \
# Setup Spacy
# Spacy - download and large language removal
python -m spacy download en && \
# Fix permissions
fix-permissions.sh $CONDA_ROOT && \
# Cleanup
${CLEAN_SH}
# Fix conda version
RUN \
# Conda installs wrong node version - relink conda node to the actual node
rm -f /opt/conda/bin/node && ln -s /usr/bin/node /opt/conda/bin/node && \
rm -f /opt/conda/bin/npm && ln -s /usr/bin/npm /opt/conda/bin/npm
### END DATA SCIENCE BASICS ###
### JUPYTER ###
COPY \
resources/jupyter/start.sh \
resources/jupyter/start-notebook.sh \
resources/jupyter/start-singleuser.sh \
/usr/local/bin/
# Configure Jupyter / JupyterLab
# Add as jupyter system configuration
COPY resources/jupyter/nbconfig /etc/jupyter/nbconfig
COPY resources/jupyter/jupyterlab_language_pack_zh_CN-0.0.1.dev0-py2.py3-none-any.whl /tmp/jupyterlab_language_pack_zh_CN-0.0.1.dev0-py2.py3-none-any.whl
# install jupyter extensions
# RUN \
# # Create empty notebook configuration
# mkdir -p $HOME/.jupyter/nbconfig/ && \
# printf "{\"load_extensions\": {}}" > $HOME/.jupyter/nbconfig/notebook.json && \
# # Activate and configure extensions
# jupyter contrib nbextension install --sys-prefix && \
# # nbextensions configurator
# jupyter nbextensions_configurator enable --sys-prefix && \
# # Configure nbdime
# nbdime config-git --enable --global && \
# # Activate Jupytext
# jupyter nbextension enable --py jupytext --sys-prefix && \
# # Enable useful extensions
# jupyter nbextension enable skip-traceback/main --sys-prefix && \
# # jupyter nbextension enable comment-uncomment/main && \
# jupyter nbextension enable toc2/main --sys-prefix && \
# jupyter nbextension enable execute_time/ExecuteTime --sys-prefix && \
# jupyter nbextension enable collapsible_headings/main --sys-prefix && \
# jupyter nbextension enable codefolding/main --sys-prefix && \
# # Disable pydeck extension, cannot be loaded (404)
# jupyter nbextension disable pydeck/extension && \
# # Install and activate Jupyter Tensorboard
# pip install --no-cache-dir git+https://github.com/InfuseAI/jupyter_tensorboard.git > /dev/null && \
# jupyter tensorboard enable --sys-prefix && \
# # TODO moved to configuration files = resources/jupyter/nbconfig Edit notebook config
# # echo '{"nbext_hide_incompat": false}' > $HOME/.jupyter/nbconfig/common.json && \
# cat $HOME/.jupyter/nbconfig/notebook.json | jq '.toc2={"moveMenuLeft": false,"widenNotebook": false,"skip_h1_title": false,"sideBar": true,"number_sections": false,"collapse_to_match_collapsible_headings": true}' > tmp.$$.json && mv tmp.$$.json $HOME/.jupyter/nbconfig/notebook.json && \
# # If minimal flavor - exit here
# if [ "$WORKSPACE_FLAVOR" = "minimal" ]; then \
# # Cleanup
# ${CLEAN_SH} && \
# exit 0 ; \
# fi && \
# # TODO: Not installed. Disable Jupyter Server Proxy
# # jupyter nbextension disable jupyter_server_proxy/tree --sys-prefix && \
# # Install jupyter black
# jupyter nbextension install https://github.com/drillan/jupyter-black/archive/master.zip --sys-prefix && \
# jupyter nbextension enable jupyter-black-master/jupyter-black --sys-prefix && \
# # If light flavor - exit here
# if [ "$WORKSPACE_FLAVOR" = "light" ]; then \
# # Cleanup
# ${CLEAN_SH} && \
# exit 0 ; \
# fi && \
# # Install and activate what if tool
# pip install witwidget > /dev/null && \
# jupyter nbextension install --py --symlink --sys-prefix witwidget && \
# jupyter nbextension enable --py --sys-prefix witwidget && \
# # Activate qgrid
# jupyter nbextension enable --py --sys-prefix qgrid && \
# # TODO: Activate Colab support
# # jupyter serverextension enable --py jupyter_http_over_ws && \
# # Activate Voila Rendering
# # currently not working jupyter serverextension enable voila --sys-prefix && \
# # Enable ipclusters
# ipcluster nbextension enable && \
# # Fix permissions? fix-permissions.sh $CONDA_ROOT && \
# # Cleanup
# ${CLEAN_SH}
# install jupyterlab
RUN \
# without es6-promise some extension builds fail
npm install -g es6-promise && \
# define alias command for jupyterlab extension installs with log prints to stdout
jupyter lab build && \
lab_ext_install='jupyter labextension install -y --debug-log-path=/dev/stdout --log-level=WARN --minimize=False --no-build' && \
# jupyterlab installed in requirements section
$lab_ext_install @jupyter-widgets/jupyterlab-manager && \
# If minimal flavor - do not install jupyterlab extensions
if [ "$WORKSPACE_FLAVOR" = "minimal" ]; then \
# Final build with minimization
jupyter lab build -y --debug-log-path=/dev/stdout --log-level=WARN && \
# Cleanup
jupyter lab clean && \
jlpm cache clean && \
rm -rf $CONDA_ROOT/share/jupyter/lab/staging && \
${CLEAN_SH} && \
exit 0 ; \
fi && \
# https://github.com/jupyterlab/jupyterlab-toc 3.0 + 自带了toc插件
# $lab_ext_install @jupyterlab/toc && \
# install temporarily from gitrepo due to the issue that jupyterlab_tensorboard does not work with 3.x yet as described here: https://github.com/chaoleili/jupyterlab_tensorboard/issues/28#issuecomment-783594541
#$lab_ext_install jupyterlab_tensorboard && \
pip install git+https://github.com/chaoleili/jupyterlab_tensorboard.git > /dev/null && \
# install jupyterlab git
# $lab_ext_install @jupyterlab/git && \
pip install jupyterlab-git > /dev/null && \
# jupyter serverextension enable --py jupyterlab_git && \
# For Matplotlib: https://github.com/matplotlib/jupyter-matplotlib
#$lab_ext_install jupyter-matplotlib && \
# Do not install any other jupyterlab extensions
if [ "$WORKSPACE_FLAVOR" = "light" ]; then \
# Final build with minimization
jupyter lab build -y --debug-log-path=/dev/stdout --log-level=WARN && \
# Cleanup
jupyter lab clean && \
jlpm cache clean && \
rm -rf $CONDA_ROOT/share/jupyter/lab/staging && \
${CLEAN_SH} && \
exit 0 ; \
fi \
# Install jupyterlab language server support
&& pip install jupyterlab-lsp==3.7.0 jupyter-lsp==1.3.0 && \
# $lab_ext_install install @krassowski/jupyterlab-lsp@2.0.8 && \
# For Plotly
$lab_ext_install jupyterlab-plotly && \
$lab_ext_install install @jupyter-widgets/jupyterlab-manager plotlywidget && \
# produces build error: jupyter labextension install jupyterlab-chart-editor && \
$lab_ext_install jupyterlab-chart-editor && \
# Install jupyterlab variable inspector - https://github.com/lckr/jupyterlab-variableInspector
pip install lckr-jupyterlab-variableinspector > /dev/null && \
# For holoview
# TODO: pyviz is not yet supported by the current JupyterLab version
# $lab_ext_install @pyviz/jupyterlab_pyviz && \
# Install Debugger in Jupyter Lab
# pip install --no-cache-dir xeus-python && \
# $lab_ext_install @jupyterlab/debugger && \
# Install jupyterlab code formattor - https://github.com/ryantam626/jupyterlab_code_formatter
$lab_ext_install @ryantam626/jupyterlab_code_formatter && \
pip install jupyterlab_code_formatter > /dev/null && \
jupyter serverextension enable --py jupyterlab_code_formatter \
# install more... monitor execute_time collapsible_headings spellchecker
&& pip install jupyterlab-topbar \
&& pip install jupyterlab-system-monitor \
&& pip install jupyterlab_execute_time \
&& pip install aquirdturtle_collapsible_headings \
&& pip install jupyterlab-spellchecker \
&& pip install jupyterlab-drawio \
&& pip install jupyterlab_theme_solarized_dark \
&& pip install jupyterlab_theme_hale \
&& pip install jupyterlab-horizon-theme \
&& pip install theme-darcula \
&& pip install jupyterlab-fasta \
&& pip install jupyterlab-geojson \
&& pip install jupyterlab-katex \
&& pip install jupyterlab-mathjax3 \
&& pip install jupyterlab-vega2 \
&& pip install jupyterlab-vega3 \
# 中文语言汉化包
&& pip install /tmp/jupyterlab_language_pack_zh_CN-0.0.1.dev0-py2.py3-none-any.whl \
&& rm -rf /tmp/jupyterlab_language_pack_zh_CN-0.0.1.dev0-py2.py3-none-any.whl \
# to install the topbar-text extension
&& $lab_ext_install jupyterlab-topbar-text \
# latex support
&& $lab_ext_install @jupyterlab/latex \
# xls excel
&& $lab_ext_install jupyterlab-spreadsheet \
# theme
&& $lab_ext_install @yeebc/jupyterlab_neon_theme \
&& $lab_ext_install jupyterlab-tailwind-theme \
&& $lab_ext_install @yudai-nkt/jupyterlab_city-lights-theme \
# Final build with minimization
&& jupyter lab build -y --debug-log-path=/dev/stdout --log-level=WARN && \
jupyter lab build && \
# Cleanup
# Clean jupyter lab cache: https://github.com/jupyterlab/jupyterlab/issues/4930
jupyter lab clean && \
jlpm cache clean && \
# Remove build folder -> should be remove by lab clean as well?
rm -rf $CONDA_ROOT/share/jupyter/lab/staging && \
${CLEAN_SH}
# Additional jupyter configuration
COPY resources/jupyter/jupyter_notebook_config.py /etc/jupyter/jupyter_notebook_config.py
COPY resources/jupyter/sidebar.jupyterlab-settings $HOME/.jupyter/lab/user-settings/@jupyterlab/application-extension/
COPY resources/jupyter/plugin.jupyterlab-settings $HOME/.jupyter/lab/user-settings/@jupyterlab/extensionmanager-extension/
# 增加用户快捷键设置
COPY resources/jupyter/shortcuts.jupyterlab-settings $HOME/.jupyter/lab/user-settings/@jupyterlab/shortcuts-extension/shortcuts.jupyterlab-settings
# 时间记录开启
COPY resources/jupyter/plugin/tracker.jupyterlab-settings $HOME/.jupyter/lab/user-settings/@jupyterlab/notebook-extension/tracker.jupyterlab-settings
# topbar text
COPY resources/jupyter/plugin/topbar-text.plugin.jupyterlab-settings $HOME/.jupyter/lab/user-settings/jupyterlab-topbar-text/plugin.jupyterlab-settings
COPY resources/bashrc $HOME/.bashrc
COPY resources/jupyter/SimHei.ttf $CONDA_PYTHON_DIR/site-packages/matplotlib/mpl-data/fonts/ttf/SimHei.ttf
COPY resources/branding $RESOURCES_PATH/branding
# Branding of various components
RUN \
# Jupyter Branding
cp -f $RESOURCES_PATH/branding/logo.png $CONDA_PYTHON_DIR"/site-packages/notebook/static/base/images/logo.png" && \
cp -f $RESOURCES_PATH/branding/favicon.ico $CONDA_PYTHON_DIR"/site-packages/notebook/static/base/images/favicon.ico" && \
cp -f $RESOURCES_PATH/branding/favicon.ico $CONDA_PYTHON_DIR"/site-packages/notebook/static/favicon.ico" && \
# Configure git
git config --global core.fileMode false && \
git config --global http.sslVerify false && \
# Use store or credentialstore instead? timout == 365 days validity
git config --global credential.helper 'cache --timeout=31540000' && chmod +x $HOME/.bashrc
# Configure Matplotlib
RUN echo 'font.family : SimHei \n\
font.serif : SimHei, DejaVu Serif, Bitstream Vera Serif, \
Computer Modern Roman, New Century Schoolbook, \
Century Schoolbook L, Utopia, ITC Bookman, Bookman, \
Nimbus Roman No9 L, Times New Roman, \
Times, Palatino, Charter, serif\n ' >> $CONDA_PYTHON_DIR/site-packages/matplotlib/mpl-data/matplotlibrc && \
# Import matplotlib the first time to build the font cache.
MPLBACKEND=Agg python -c "import matplotlib.pyplot" \
# Stop Matplotlib printing junk to the console on first load
sed -i "s/^.*Matplotlib is building the font cache using fc-list.*$/# Warning removed/g" $CONDA_PYTHON_DIR/site-packages/matplotlib/font_manager.py
# MKL and Hardware Optimization
# Fix problem with MKL with duplicated libiomp5: https://github.com/dmlc/xgboost/issues/1715
# Alternative - use openblas instead of Intel MKL: conda install -y nomkl
# http://markus-beuckelmann.de/blog/boosting-numpy-blas.html
# MKL:
# https://software.intel.com/en-us/articles/tips-to-improve-performance-for-popular-deep-learning-frameworks-on-multi-core-cpus
# https://github.com/intel/pytorch#bkm-on-xeon
# http://astroa.physics.metu.edu.tr/MANUALS/intel_ifc/mergedProjects/optaps_for/common/optaps_par_var.htm
# https://www.tensorflow.org/guide/performance/overview#tuning_mkl_for_the_best_performance
# https://software.intel.com/en-us/articles/maximize-tensorflow-performance-on-cpu-considerations-and-recommendations-for-inference
ENV KMP_DUPLICATE_LIB_OK="True" \
# Control how to bind OpenMP* threads to physical processing units # verbose
KMP_AFFINITY="granularity=fine,compact,1,0" \
KMP_BLOCKTIME=0 \
# KMP_BLOCKTIME="1" -> is not faster in my tests
# TensorFlow uses less than half the RAM with tcmalloc relative to the default. - requires google-perftools
# Too many issues: LD_PRELOAD="/usr/lib/libtcmalloc.so.4" \
# TODO set PYTHONDONTWRITEBYTECODE
# TODO set XDG_CONFIG_HOME, CLICOLOR?
# https://software.intel.com/en-us/articles/getting-started-with-intel-optimization-for-mxnet
# KMP_AFFINITY=granularity=fine, noduplicates,compact,1,0
# MXNET_SUBGRAPH_BACKEND=MKLDNN
# TODO: check https://github.com/oneapi-src/oneTBB/issues/190
# TODO: https://github.com/pytorch/pytorch/issues/37377
# use omp
MKL_THREADING_LAYER=GNU \
# To avoid over-subscription when using TBB, let the TBB schedulers use Inter Process Communication to coordinate:
ENABLE_IPC=1 \
# will cause pretty_errors to check if it is running in an interactive terminal
PYTHON_PRETTY_ERRORS_ISATTY_ONLY=1 \
# TODO: evaluate - Deactivate hdf5 file locking
HDF5_USE_FILE_LOCKING=False
# ------ python 包
RUN pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ \
easydict flask flask_cors flask-pymongo Jinja2 redis redis-py-cluster gunicorn \
pyhive seaborn yarl scipy scikit-learn datetime_truncate mpld3 plotly \
&& clean-layer.sh
# ------ pyhive 包
RUN apt-get update && \
apt-get install -y -q --no-install-recommends libnss-ldapd libpam-ldapd krb5-user \
krb5-config libpam-krb5 libpam-ccreds libkrb5-dev libsasl2-dev libsasl2-2 libsasl2-modules-gssapi-mit && \
pip install ibis-framework[impala] impyla thriftpy2 thrift_sasl kerberos pyhive \
&& clean-layer.sh
# ------- R 环境
RUN conda install --quiet --yes \
'r-base=4.1.0' \
'r-caret=6.*' \
'r-crayon=1.4*' \
'r-devtools=2.4*' \
'r-forecast=8.15*' \
'r-hexbin=1.28*' \
'r-htmltools=0.5*' \
'r-htmlwidgets=1.5*' \
'r-irkernel=1.2*' \
'r-nycflights13=1.0*' \
'r-randomforest=4.6*' \
'r-rcurl=1.98*' \
'r-rmarkdown=2.9*' \
'r-rodbc=1.3*' \
'r-rsqlite=2.2*' \
'r-shiny=1.6*' \
'r-tidymodels=0.1*' \
'r-tidyverse=1.3*' \
'unixodbc=2.3.*' && \
conda install --quiet --yes r-languageserver r-e1071 \
# 'r-data.table' \
# 'r-reshape2' \
# 'r-plotly' \
# 'r-readxl' \
# 'r-rvest' \
# 'r-jiebard' \
# 'r-tibble' \
# Install e1071 R package (dependency of the caret R package)
&& clean-layer.sh
# golang运行环境
RUN wget --no-check-certificate -O /tmp/go1.16.7.linux-amd64.tar.gz https://golang.org/dl/go1.16.7.linux-amd64.tar.gz && \
rm -rf /usr/local/go && tar -C /usr/local -xzf /tmp/go1.16.7.linux-amd64.tar.gz && \
rm -rf /tmp/go1.16.7.linux-amd64.tar.gz
ENV PATH=$PATH:/usr/local/go/bin
# go notebooks
RUN env GO111MODULE=on go get github.com/gopherdata/gophernotes && \
mkdir -p ~/.local/share/jupyter/kernels/gophernotes && \
cd ~/.local/share/jupyter/kernels/gophernotes && \
cp "$(go env GOPATH)"/pkg/mod/github.com/gopherdata/gophernotes@v0.7.3/kernel/* "." && \
# in case copied kernel.json has no write permission
chmod +w ./kernel.json && \
sed "s|gophernotes|$(go env GOPATH)/bin/gophernotes|" < kernel.json.in > kernel.json
# Set default values for environment variables
ENV CONFIG_BACKUP_ENABLED="true" \
SHUTDOWN_INACTIVE_KERNELS="false" \
SHARED_LINKS_ENABLED="true" \
AUTHENTICATE_VIA_JUPYTER="false" \
DATA_ENVIRONMENT=$WORKSPACE_HOME"/environment" \
WORKSPACE_BASE_URL="/" \
# Main port used for sshl proxy -> can be changed
WORKSPACE_PORT="8080" \
SHELL="/bin/bash" \
# Fix dark blue color for ls command (unreadable):
# https://askubuntu.com/questions/466198/how-do-i-change-the-color-for-directories-with-ls-in-the-console
# USE default LS_COLORS - Dont set LS COLORS - overwritten in zshrc
# LS_COLORS="" \
# set number of threads various programs should use, if not-set, it tries to use all
# this can be problematic since docker restricts CPUs by stil showing all
MAX_NUM_THREADS="auto"
# use global option with tini to kill full process groups: https://github.com/krallin/tini#process-group-killing
ENTRYPOINT ["/tini", "-g", "--"]
# CMD ["python", "/resources/docker-entrypoint.py"]
# Port 8080 is the main access port (also includes SSH)
# Port 5091 is the VNC port
# Port 3389 is the RDP port
# Port 8090 is the Jupyter Notebook Server
# See supervisor.conf for more ports
# EXPOSE 8080
###