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# FROM nvidia/cuda:10.2-cudnn8-devel-ubuntu18.04
# FROM nvidia/cuda:11.3.1-cudnn8-devel-ubuntu18.04
FROM nvidia/cuda:11.6.2-cudnn8-devel-ubuntu20.04
# env
ENV LANG=C.UTF-8 \
LC_ALL=C.UTF-8 \
DEBIAN_FRONTEND=noninteractive \
NCCL_DEBUG=WARN \
NCCL_SOCKET_IFNAME=^docker0,lo \
PYTHON=python3 \
PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PYTHONIOENCODING=UTF-8
# do not add conda/lib (easy conflict)
ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/lib:/usr/local/lib
# Install Common Dependencies
RUN apt-get -qq update && \
apt-get -qq install -y --allow-downgrades \
# utils
aptitude apt-utils bc binutils-multiarch ca-certificates linux-tools-generic \
locales locate moreutils pdsh pkg-config software-properties-common sudo systemd zsh && \
# add-apt-repository
add-apt-repository ppa:criu/ppa && \
apt-get -qq update && \
apt-get -qq install -y --allow-downgrades \
# file & process
bzip2 cifs-utils criu cpio dkms kmod mergerfs nfs-common rsync supervisor psmisc unzip \
# edit & view
jq htop libncurses5-dev libncursesw5-dev lsof pciutils pv screen tmux valgrind vim \
# build
autoconf automake build-essential cmake dh-make libffi-dev libnl-3-dev libnl-route-3-dev libprotobuf-c1 make gcc ninja-build zlib1g-dev \
# network
curl ethtool git iputils-ping nginx wget \
# ssh
autossh openssh-client openssh-server ssh \
# media
ffmpeg libsndfile1 sox \
# nvidia
ibutils ibverbs-providers ibverbs-utils infiniband-diags iproute2 libibverbs1 libibverbs-dev librdmacm1 librdmacm-dev libnuma-dev perftest rdmacm-utils \
# adding below packages to mitigate the vulnerabilities
e2fsprogs fuse fuse2fs libcurl3-nss libdpkg-perl libpcre3 && \
# clean
apt-get clean -y && \
apt-get autoremove -y && \
rm -rf /var/lib/apt/lists/*
# Open-MPI-UCX installation
ARG UCX_VERSION=1.13.0
RUN mkdir /tmp/ucx && cd /tmp/ucx && \
wget -q https://github.com/openucx/ucx/releases/download/v${UCX_VERSION}/ucx-${UCX_VERSION}.tar.gz && \
tar zxf ucx-${UCX_VERSION}.tar.gz && \
cd ucx-${UCX_VERSION} && \
./configure --prefix=/usr/local --enable-optimizations --disable-assertions --disable-params-check --enable-mt && \
make -s -j $(nproc --all) && \
make install -s -j $(nproc) && \
rm -rf /tmp/ucx
# Open-MPI installation
ARG OPENMPI_VERSION=4.1.4
RUN mkdir /tmp/openmpi && cd /tmp/openmpi && \
wget -q https://download.open-mpi.org/release/open-mpi/v4.1/openmpi-${OPENMPI_VERSION}.tar.gz && \
tar zxf openmpi-${OPENMPI_VERSION}.tar.gz && \
cd openmpi-${OPENMPI_VERSION} && \
./configure --with-ucx=/usr/local/ --enable-mca-no-build=btl-uct --enable-orterun-prefix-by-default --prefix=/usr/local/ --with-cuda && \
make -s -j $(nproc) all && \
make install -s -j $(nproc) && \
ldconfig && \
rm -rf /tmp/openmpi
# rdma-core for Mlnx_ofed as user space driver
ARG RDMA_VERSION=41.0
RUN mkdir /tmp/rdma-core && cd /tmp/rdma-core && \
wget -q https://github.com/linux-rdma/rdma-core/releases/download/v${RDMA_VERSION}/rdma-core-${RDMA_VERSION}.tar.gz && \
tar zxf rdma-core-${RDMA_VERSION}.tar.gz && \
cd /tmp/rdma-core/rdma-core-${RDMA_VERSION} && \
./build.sh && \
rm -rf /tmp/rdma-core
# Nvidia MOFED Driver
ARG MOFED_VERSION=5.7-1.0.2.0
RUN UBUNTU_VERSION=`lsb_release -r | awk '{print $2;}'` && cd /tmp && \
wget -q http://content.mellanox.com/ofed/MLNX_OFED-${MOFED_VERSION}/MLNX_OFED_LINUX-${MOFED_VERSION}-ubuntu${UBUNTU_VERSION}-x86_64.tgz && \
tar zxf MLNX_OFED_LINUX-${MOFED_VERSION}-ubuntu${UBUNTU_VERSION}-x86_64.tgz && \
MLNX_OFED_LINUX-${MOFED_VERSION}-ubuntu${UBUNTU_VERSION}-x86_64/mlnxofedinstall --user-space-only --without-fw-update -q --force && \
rm -rf /tmp/MLNX_OFED_LINUX* && \
rm -rf /tmp/*.tgz
# Install latest version of nccl-rdma-sharp-plugins
ARG SHARP_VERSION=2.1.0 \
SHARP_DIR=/usr/local/nccl-rdma-sharp-plugins
ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${SHARP_DIR}/lib
RUN cd /tmp && \
mkdir -p ${SHARP_DIR} && \
git clone -b v${SHARP_VERSION} https://github.com/Mellanox/nccl-rdma-sharp-plugins.git && \
cd nccl-rdma-sharp-plugins && \
./autogen.sh && \
./configure --prefix=${SHARP_DIR} --with-cuda=/usr/local/cuda --without-ucx && \
make -s -j$(nproc) && \
make install -s -j$(nproc) && \
rm -rf /tmp/nccl-rdma-sharp-plugins
# nvtop (do not use apt install nvtop)
RUN cd /tmp && \
git clone https://github.com/Syllo/nvtop.git && \
mkdir -p nvtop/build && \
cd nvtop/build && \
cmake .. -DNVIDIA_SUPPORT=ON -DAMDGPU_SUPPORT=ON && \
make -s -j$(nproc) && \
make install -s -j $(nproc) && \
rm -rf /tmp/nvtop
# Python & Conda
ARG PYTHON_VERSION=3.9 \
CONDA_VERSION=39_4.12.0 \
CONDA_DIR=/usr/local/conda
ENV PATH=$PATH:${CONDA_DIR}/bin
RUN wget -qO /tmp/miniconda.sh https://repo.anaconda.com/miniconda/Miniconda3-py${CONDA_VERSION}-Linux-x86_64.sh && \
bash /tmp/miniconda.sh -b -p ${CONDA_DIR} && \
rm -rf /tmp/miniconda.sh && \
conda install --update-all -y conda-package-handling python=${PYTHON_VERSION} pip requests setuptools wheel typing-extensions ffmpeg && \
# clean
conda clean -ay && \
apt-get clean -y && \
apt-get autoremove -y && \
rm -rf /var/lib/apt/lists/*
############################## CONFIG ##############################
# Configure SSH, OMPI, NCCL, Conda
RUN echo "export PATH=${PATH}" >> /etc/profile && \
echo "export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}" >> /etc/profile && \
mkdir -p /var/run/sshd && \
# Allow OpenSSH to communicate across containers and nodes (faster connection but less safety)
echo "PermitRootLogin yes" >>/etc/ssh/sshd_config && \
echo "PermitRootLogin prohibit-password" >>/etc/ssh/sshd_config && \
echo "PermitEmptyPasswords yes" >>/etc/ssh/sshd_config && \
echo "StrictModes no" >>/etc/ssh/sshd_config && \
echo "Port 22" >>/etc/ssh/sshd_config && \
echo "UseDNS no" >>/etc/ssh/sshd_config && \
# Fixes issues with connecting to ftp (https://github.com/atmoz/sftp/issues/11)
sed -i "s+/usr/lib/openssh/sftp-server+internal-sftp+g" /etc/ssh/sshd_config && \
# SSH login fix. In case user kicked off after login
sed "s@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g" -i /etc/pam.d/sshd && \
# Fix sudo setrlimit error in container (https://github.com/sudo-project/sudo/issues/42)
echo "Set disable_coredump false" >> /etc/sudo.conf && \
# Configure Open MPI and configure NCCL parameters
mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real && \
echo "#!/bin/bash" > /usr/local/bin/mpirun && \
echo "/usr/local/bin/mpirun.real --allow-run-as-root \"\$@\"" >> /usr/local/bin/mpirun && \
chmod a+x /usr/local/bin/mpirun && \
echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf && \
echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf && \
echo "NCCL_DEBUG=WARN" >> /etc/nccl.conf && \
echo "NCCL_SOCKET_IFNAME=^docker0,lo" >> /etc/nccl.conf && \
# Configure conda: (1) symlink of pip, python, etc.; (2) pip config;
# (3) defaultly create private envs in ~/.conda and share common pkgs in /use/local/conda
groupadd condaGroup && \
chgrp -R condaGroup ${CONDA_DIR} && \
chmod 777 -R ${CONDA_DIR} && \
# ln -s ${CONDA_DIR}/bin/* /usr/local/bin/ && \
ln -s ${CONDA_DIR}/bin/conda /usr/local/bin/conda && \
ln -s ${CONDA_DIR}/bin/python /usr/local/bin/python && \
if [ -f /usr/local/bin/pip ]; then rm /usr/local/bin/pip; fi && \
ln -s ${CONDA_DIR}/bin/pip /usr/local/bin/pip && \
printf "[global]\nno-cache-dir = true\ndisable-pip-version-check = true\nroot-user-action = ignore\n" > /etc/pip.conf && \
printf "always_yes: true\nauto_activate_base: false\nauto_update_conda: false\npip_interop_enabled: true\nssl_verify: false\nchannel_priority: flexible\nchannels:\n - defaults\n - conda-forge\nenvs_dirs:\n - ~/.conda/envs\n - ${CONDA_DIR}/envs\n" > ${CONDA_DIR}/.condarc && \
printf "__conda_setup=\"\$(\'${CONDA_DIR}/bin/conda\' \'shell.bash\' \'hook\' 2> /dev/null)\"\nif [ $? -eq 0 ]; then\n eval \"\$__conda_setup\"\nelse\n if [ -f \"${CONDA_DIR}/etc/profile.d/conda.sh\" ]; then\n . \"${CONDA_DIR}/etc/profile.d/conda.sh\"\n else\n export PATH=\"${CONDA_DIR}/bin:\$PATH\"\n fi\nfi\nunset __conda_setup\n" >> /etc/profile
# nccl-tests
# RUN cd /tmp && \
# git clone https://github.com/NVIDIA/nccl-tests.git && \
# cd nccl-tests && \
# make -s -j$(nproc) && \
# # nccl
# ./build/all_reduce_perf -g $(nvidia-smi --query-gpu=name --format=csv,noheader | wc -l) && \
# # open-mpi
# mpirun --allow-run-as-root -np 2 ./build/all_reduce_perf -g $(nvidia-smi --query-gpu=name --format=csv,noheader | wc -l) && \
# rm -rf /tmp/nccl-tests
ADD entrypoint.sh /
RUN chmod a+x /entrypoint.sh
ENTRYPOINT ["/entrypoint.sh"]