# This is a version of DockerfileLeanFoundation for ARM # Some packages from the AMD image are excluded because they are not available on ARM or take too long to build # Use base system for cleaning up wayward processes FROM phusion/baseimage:focal-1.0.0 MAINTAINER QuantConnect # Use baseimage-docker's init system. CMD ["/sbin/my_init"] # Have to add env TZ=UTC. See https://github.com/dotnet/coreclr/issues/602 RUN env TZ=UTC # Install OS Packages: # Misc tools for running Python.NET and IB inside a headless container. RUN add-apt-repository ppa:ubuntu-toolchain-r/test && apt-get update RUN add-apt-repository ppa:apt-fast/stable && apt-get update && apt-get -y install apt-fast RUN apt-get update && apt-fast install -y git libgtk2.0.0 cmake bzip2 curl unzip wget python3-pip python-opengl zlib1g-dev \ xvfb libxrender1 libxtst6 libxi6 libglib2.0-dev libopenmpi-dev libstdc++6 openmpi-bin \ r-base pandoc libcurl4-openssl-dev \ openjdk-8-jdk openjdk-8-jre bbe \ && apt-fast clean && apt-get remove -y apt-fast && apt-get clean && apt-get autoclean && apt-get autoremove --purge -y \ && rm -rf /var/lib/apt/lists/* # Install IB Gateway: Installs to /root/ibgateway # We update the install script so it doesn't use the bundled JVM # The bundled JVM doesn't work on ARM64, so we update it to use the JVM installed in the previous command RUN mkdir -p /root/ibgateway && \ wget https://cdn.quantconnect.com/interactive/ibgateway-latest-standalone-linux-x64.v10.12.2d.sh && \ java_patch_version=$(java -version 2>&1 | head -n 1 | cut -d'_' -f2 | cut -d'"' -f1) && \ bbe -e 's|# INSTALL4J_JAVA_HOME_OVERRIDE=|INSTALL4J_JAVA_HOME_OVERRIDE="/usr/lib/jvm/java-1.8.0-openjdk-arm64"|' -e "s|-lt \"152\"|-lt \"$java_patch_version\"|" -e "s|-gt \"152\"|-gt \"$java_patch_version\"|" ibgateway-latest-standalone-linux-x64.v10.12.2d.sh > ibgateway-stable-standalone-linux-custom-jvm.sh && \ chmod 777 ibgateway-stable-standalone-linux-custom-jvm.sh && \ ./ibgateway-stable-standalone-linux-custom-jvm.sh -q -dir /root/ibgateway && \ rm ibgateway-latest-standalone-linux-x64.v10.12.2d.sh ibgateway-stable-standalone-linux-custom-jvm.sh && \ sed -i "s/-lt \"152\"/-lt \"$java_patch_version\"/" /root/ibgateway/ibgateway && \ sed -i "s/-gt \"152\"/-gt \"$java_patch_version\"/" /root/ibgateway/ibgateway # Install dotnet 6 sdk & runtime # The .deb packages don't support ARM, the install script does ENV PATH="/root/.dotnet:${PATH}" RUN wget https://dot.net/v1/dotnet-install.sh && \ chmod 777 dotnet-install.sh && \ ./dotnet-install.sh -c 6.0 && \ rm dotnet-install.sh ENV DOTNET_ROOT="/root/.dotnet" # Set PythonDLL variable for PythonNet ENV PYTHONNET_PYDLL="/opt/miniforge3/lib/libpython3.8.so" # Install miniforge # miniconda doesn't support ARM, so we use miniforge instead ENV PATH="/opt/miniforge3/bin:${PATH}" RUN wget -O Miniforge3.sh https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-$(uname)-$(uname -m).sh && \ bash Miniforge3.sh -b -p /opt/miniforge3 && \ rm Miniforge3.sh && \ conda config --append channels https://repo.anaconda.com/pkgs/main && \ conda install -y conda=4.10.3 && \ pip install --upgrade --no-cache-dir pip==22.2.2 && \ conda install -y python=3.8.13 && conda install -y -c conda-forge pip=22.2.2 && conda clean -y --all # Avoid pip install read timeouts ENV PIP_DEFAULT_TIMEOUT=120 # Install numpy first to avoid it not being resolved when installing libraries that depend on it next RUN pip install --no-cache-dir numpy==1.22.4 # The list of packages in this image is shorter than the list in the AMD images # This list only includes packages that can be installed within 2 minutes on ARM RUN pip install --no-cache-dir \ cython==0.29.30 \ pandas==1.4.4 \ scipy==1.8.1 \ numpy==1.22.4 \ wrapt==1.14.1 \ astropy==5.1 \ beautifulsoup4==4.11.1 \ dill==0.3.5.1 \ jsonschema==4.9.1 \ msgpack==1.0.3 \ numba==0.56.0 \ xarray==2022.6.0 \ plotly==5.9.0 \ jupyterlab==3.4.4 \ docutils==0.19 \ keras==2.10.0 \ lightgbm==3.3.2 \ nltk==3.7 \ graphviz==0.8.4 \ cmdstanpy==1.0.4 \ copulae==0.7.7 \ featuretools==0.18.1 \ PuLP==2.6.0 \ rauth==0.7.3 \ scikit-multiflow==0.5.3 \ scikit-optimize==0.9.0 \ aesara==2.7.9 \ tweepy==4.10.0 \ PyWavelets==1.3.0 \ copulas==0.7.0 \ cufflinks==0.17.3 \ gym==0.23.1 \ ipywidgets==8.0.0rc1 \ deap==1.3.3 \ cvxpy==1.2.1 \ pykalman==0.9.5 \ pyro-ppl==1.8.2 \ sklearn-json==0.1.0 \ dtw-python==1.2.2 \ mxnet==1.9.1 \ gluonts==0.7.7 \ gplearn==0.4.2 \ jax==0.3.16 \ pennylane==0.25.1 \ mplfinance==0.12.9b1 \ hmmlearn==0.2.7 \ ta==0.10.1 \ seaborn==0.11.2 \ optuna==2.10.1 \ findiff==0.9.2 \ sktime==0.13.1 \ hyperopt==0.2.7 \ bayesian-optimization==1.2.0 \ rpy2==3.5.3 \ matplotlib==3.5.3 \ sdeint==0.3.0 \ pandas_market_calendars==3.5 \ ruptures==1.1.7 \ simpy==4.0.1 \ scikit-learn-extra==0.2.0 \ fastText==0.9.2 \ tigramite==5.0.0.1 \ h2o==3.36.1.4 \ prophet==1.1.1 \ Riskfolio-Lib==3.3.0 \ nbeats-pytorch==1.6.0 \ torch==1.12.1 \ torchvision==0.13.1 \ ax-platform==0.2.7.2 \ alphalens-reloaded==0.4.2 \ pyfolio-reloaded==0.9.4 \ altair==4.2.0 \ stellargraph==1.2.1 \ modin==0.15.3 \ persim==0.3.1 \ ripser==0.6.4 \ pydmd==0.4.0.post2209 \ EMD-signal==1.2.3 \ spacy==3.4.1 \ pandas-ta==0.3.14b \ pytorch-ignite==0.4.10 \ tensorly==0.7.0 \ mlxtend==0.20.0 \ shap==0.41.0 \ lime==0.2.0.1 \ mpmath==1.2.1 \ stockstats==0.4.1 \ QuantStats==0.0.59 \ hurst==0.0.5 \ numerapi==2.12.4 \ pymdptoolbox==4.0-b3 \ fuzzy-c-means==1.6.3 \ panel==0.14.0 \ hvplot==0.8.1 \ line-profiler==3.5.1 \ py-heat==0.0.6 \ py-heat-magic==0.0.2 \ bokeh==2.4.3 \ river==0.13.0 \ stumpy==1.11.1 \ pyvinecopulib==0.6.2 RUN conda install -y -c conda-forge \ openmpi=4.1.4 && conda clean -y --all RUN python -m nltk.downloader -d /usr/share/nltk_data punkt && \ python -m nltk.downloader -d /usr/share/nltk_data vader_lexicon && \ python -m nltk.downloader -d /usr/share/nltk_data stopwords # Install ppscore RUN wget https://cdn.quantconnect.com/ppscore/ppscore-master-ce93fa3.zip && \ unzip -q ppscore-master-ce93fa3.zip && cd ppscore-master && \ pip install . && cd .. && rm -rf ppscore-master && rm ppscore-master-ce93fa3.zip # Install DX Analytics RUN wget https://cdn.quantconnect.com/dx/dx-master-69922c0.zip && \ unzip -q dx-master-69922c0.zip && cd dx-master && \ pip install . && cd .. && rm -rf dx-master && rm dx-master-69922c0.zip # Due to conflicts install 'pomegranate' virtual environment package RUN python -m venv /Foundation-Pomegranate --system-site-packages && . /Foundation-Pomegranate/bin/activate \ && pip install --no-cache-dir \ pomegranate==0.14.8 \ && python -m ipykernel install --name=Foundation-Pomegranate \ && deactivate RUN echo "{\"argv\":[\"python\",\"-m\",\"ipykernel_launcher\",\"-f\",\"{connection_file}\"],\"display_name\":\"Foundation-Py-Default\",\"language\":\"python\",\"metadata\":{\"debugger\":true}}" > /opt/miniforge3/share/jupyter/kernels/python3/kernel.json # List all packages RUN conda list