# latest (git 'main') versions of all HEAR packages. # ================================================================== # module list # ------------------------------------------------------------------ # python 3.8 (apt) # pytorch latest (docker) # tensorflow latest (pip) # keras latest (pip) # ================================================================== FROM nvidia/cuda:11.2.0-cudnn8-devel-ubuntu18.04 ENV LANG C.UTF-8 RUN echo '' RUN rm -rf /var/lib/apt/lists/* \ /etc/apt/sources.list.d/cuda.list \ /etc/apt/sources.list.d/nvidia-ml.list && \ apt-get update # apt-get update && \ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ # ================================================================== # tools # ------------------------------------------------------------------ DEBIAN_FRONTEND=noninteractive $APT_INSTALL \ build-essential \ apt-utils \ ca-certificates \ wget \ git \ vim \ libssl-dev \ curl \ bc \ less \ locate \ unzip \ unrar RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections && apt-get install -y -q RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null && \ echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ bionic main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null && \ apt-get update && \ rm /usr/share/keyrings/kitware-archive-keyring.gpg && \ $APT_INSTALL kitware-archive-keyring && \ $APT_INSTALL cmake # ================================================================== # python # ------------------------------------------------------------------ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ DEBIAN_FRONTEND=noninteractive $APT_INSTALL \ software-properties-common \ && \ add-apt-repository ppa:deadsnakes/ppa && \ apt-get update && \ DEBIAN_FRONTEND=noninteractive $APT_INSTALL \ python3.8 \ python3.8-dev \ python3-distutils-extra \ && \ wget -O ~/get-pip.py \ https://bootstrap.pypa.io/get-pip.py && \ python3.8 ~/get-pip.py && \ ln -s /usr/bin/python3.8 /usr/local/bin/python3 && \ ln -s /usr/bin/python3.8 /usr/local/bin/python RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ setuptools \ pipdeptree \ && \ $PIP_INSTALL \ numpy==1.19.2 \ scipy \ pandas \ cloudpickle \ scikit-image>=0.14.2 \ scikit-learn \ matplotlib \ Cython \ tqdm # ================================================================== # pytorch # ------------------------------------------------------------------ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ future \ numpy==1.19.2 \ protobuf \ enum34 \ pyyaml \ typing \ && \ $PIP_INSTALL \ --pre torch torchvision -f \ https://download.pytorch.org/whl/nightly/cu112/torch_nightly.html # ================================================================== # tensorflow # ------------------------------------------------------------------ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ tensorflow-gpu # Hack to get tf 2.4.2 to play nice with CUDA 11.2 # https://medium.com/mlearning-ai/tensorflow-2-4-with-cuda-11-2-gpu-training-fix-87f205215419 RUN ln -s /usr/local/cuda-11.2/targets/x86_64-linux/lib/libcusolver.so.11 /usr/local/cuda-11.2/targets/x86_64-linux/lib/libcusolver.so.10 ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/cuda-11.2/targets/x86_64-linux/lib" # ================================================================== # keras # ------------------------------------------------------------------ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ h5py \ keras # && \ # ================================================================== # heareval # ------------------------------------------------------------------ ## workaround readline fallback #RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections && apt-get install -y -q RUN apt update RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL software-properties-common RUN apt update RUN apt upgrade -y RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL sox # h5 RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL pkg-config libhdf5-100 libhdf5-dev # LLVM >= 9.0 RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL --reinstall python3-apt && \ $APT_INSTALL gpg-agent RUN wget --no-check-certificate -O - https://apt.llvm.org/llvm-snapshot.gpg.key | apt-key add - # Might need to change python version: nano /usr/bin/add-apt-repository #RUN add-apt-repository 'deb http://apt.llvm.org/bionic/ llvm-toolchain-bionic-10 main' RUN add-apt-repository 'deb http://apt.llvm.org/bionic/ llvm-toolchain-bionic-11 main' RUN apt update #RUN $APT_INSTALL llvm-10 lldb-10 llvm-10-dev libllvm10 llvm-10-runtime #RUN update-alternatives --install /usr/bin/llvm-config llvm-config /usr/bin/llvm-config-10 10 RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL llvm-11 lldb-11 llvm-11-dev libllvm11 llvm-11-runtime RUN update-alternatives --install /usr/bin/llvm-config llvm-config /usr/bin/llvm-config-11 11 RUN update-alternatives --config llvm-config # For ffmpeg >= 4.2 # Could also build from source: # https://github.com/jrottenberg/ffmpeg/blob/master/docker-images/4.3/ubuntu1804/Dockerfile RUN add-apt-repository ppa:jonathonf/ffmpeg-4 RUN apt-get update RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL ffmpeg RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL cython ipython RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ numpy==1.19.2 \ pynvml # gsutil # https://cloud.google.com/storage/docs/gsutil_install#deb RUN echo "deb [signed-by=/usr/share/keyrings/cloud.google.gpg] https://packages.cloud.google.com/apt cloud-sdk main" | tee -a /etc/apt/sources.list.d/google-cloud-sdk.list RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL apt-transport-https ca-certificates gnupg RUN wget -O - https://packages.cloud.google.com/apt/doc/apt-key.gpg | apt-key --keyring /usr/share/keyrings/cloud.google.gpg add - RUN apt-get update RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL google-cloud-sdk #gcloud init # Install heareval pypi dependencies first, and after get the github versions, # because this makes it faster # to rebuild the docker if code changes but not dependencies RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL hearbaseline hearvalidator # Touch this to force a rebuild of everything below RUN echo 20210912 RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $GIT_CLONE https://github.com/hearbenchmark/hear-baseline.git RUN cd hear-baseline && \ python -m pip --no-cache-dir install -e ".[dev]" RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $GIT_CLONE https://github.com/hearbenchmark/hear-eval-kit.git RUN cd hear-eval-kit && \ python -m pip --no-cache-dir install -e ".[dev]" # THIS COMPLETE WACKNESS IS BECAUSE FUCKING dcase-util DEPENDS UPON librosa, # which is a gnarly PITA to install and get play nice with other packages. # I have no idea why we have numba==0.54.0 # and have to do numba==0.48 since that's in the setup.py for us RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL \ numba==0.48 # ================================================================== # TODO Move this earlier # ------------------------------------------------------------------ RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $APT_INSTALL screen tmux # pyenv RUN curl https://pyenv.run | bash # https://stackoverflow.com/a/66181816/82733 #RUN git clone --depth=1 https://github.com/pyenv/pyenv.git .pyenv ENV HOME="/root" ENV PYENV_ROOT="${HOME}/.pyenv" ENV PATH="${PYENV_ROOT}/shims:${PYENV_ROOT}/bin:${PATH}" RUN $PYENV_ROOT/bin/pyenv install 3.7.12 RUN $PYENV_ROOT/bin/pyenv install 3.8.12 RUN $PYENV_ROOT/bin/pyenv global system 3.7.12 3.8.12 RUN echo 'eval "$(pyenv init -)"' >> /root/.bashrc ; chmod +x /root/.bashrc RUN echo 'eval "$(pyenv virtualenv-init -)"' >> /root/.bashrc ; chmod +x /root/.bashrc RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \ PIP_INSTALL="python -m pip --no-cache-dir install" && \ GIT_CLONE="git clone --depth 10" && \ $PIP_INSTALL gdown # ================================================================== # config & cleanup # ------------------------------------------------------------------ RUN \ ldconfig && \ apt-get clean && \ apt-get autoremove && \ rm -rf /var/lib/apt/lists/* /tmp/* ~/* RUN updatedb EXPOSE 6006