194 lines
6.2 KiB
Docker
194 lines
6.2 KiB
Docker
# syntax=docker/dockerfile:1.3-labs
|
|
|
|
ARG BASE_IMAGE="rayproject/ray:latest"
|
|
|
|
FROM "$BASE_IMAGE"
|
|
|
|
ENV TERM=xterm
|
|
|
|
ARG SSH_PORT=5020
|
|
|
|
ARG PYTHON_VERSION=3.10
|
|
ARG PYTHON_DEPSET="python/deplocks/base_extra/ray_base_extra_py${PYTHON_VERSION}.lock"
|
|
|
|
COPY "$PYTHON_DEPSET" /home/ray/python_depset.lock
|
|
|
|
RUN <<EOF
|
|
#!/bin/bash
|
|
|
|
set -exuo pipefail
|
|
|
|
if [[ "$HOSTTYPE" =~ ^x86_64 ]]; then
|
|
ARCH="x86_64"
|
|
elif [[ "$HOSTTYPE" =~ ^aarch64 ]]; then
|
|
ARCH="aarch64"
|
|
else
|
|
echo "Unsupported architecture $MACHTYPE" >/dev/stderr
|
|
exit 1
|
|
fi
|
|
|
|
# Create boto config; makes gsutil happy.
|
|
echo "[GoogleCompute]" > "${HOME}/.boto"
|
|
echo "service_account = default" >> "${HOME}/.boto"
|
|
chmod 600 "${HOME}/.boto"
|
|
|
|
if [[ "$ARCH" == "x86_64" ]]; then
|
|
sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
|
|
sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub
|
|
else
|
|
sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/arm64/7fa2af80.pub
|
|
# Nvidia does not have machine-learning repo for arm64
|
|
fi
|
|
|
|
echo "deb [signed-by=/usr/share/keyrings/cloud.google.gpg] https://packages.cloud.google.com/apt cloud-sdk main" \
|
|
| sudo tee -a /etc/apt/sources.list.d/google-cloud-sdk.list
|
|
wget -O - https://packages.cloud.google.com/apt/doc/apt-key.gpg \
|
|
| sudo apt-key --keyring /usr/share/keyrings/cloud.google.gpg add -
|
|
|
|
# Add gdb since ray dashboard uses `memray attach`, which requires gdb.
|
|
|
|
APT_PKGS=(
|
|
google-cloud-sdk
|
|
supervisor
|
|
vim
|
|
zsh
|
|
nfs-common
|
|
zip
|
|
unzip
|
|
build-essential
|
|
ssh
|
|
curl
|
|
gdb
|
|
)
|
|
|
|
sudo apt-get update -y
|
|
sudo apt-get install -y "${APT_PKGS[@]}"
|
|
sudo apt-get autoclean
|
|
|
|
# Install azcopy
|
|
AZCOPY_VERSION="10.30.0"
|
|
AZCOPY_TMP="$(mktemp -d)"
|
|
(
|
|
cd "${AZCOPY_TMP}"
|
|
if [[ "$ARCH" == "x86_64" ]]; then
|
|
curl -sSfL "https://github.com/Azure/azure-storage-azcopy/releases/download/v${AZCOPY_VERSION}/azcopy_linux_amd64_${AZCOPY_VERSION}.tar.gz" \
|
|
-o- | tar -xz "azcopy_linux_amd64_${AZCOPY_VERSION}/azcopy"
|
|
sudo mv "azcopy_linux_amd64_${AZCOPY_VERSION}/azcopy" /usr/local/bin/azcopy
|
|
else
|
|
curl -sSfL "https://github.com/Azure/azure-storage-azcopy/releases/download/v${AZCOPY_VERSION}/azcopy_linux_arm64_${AZCOPY_VERSION}.tar.gz" \
|
|
-o- | tar -xz "azcopy_linux_arm64_${AZCOPY_VERSION}/azcopy"
|
|
sudo mv "azcopy_linux_arm64_${AZCOPY_VERSION}/azcopy" /usr/local/bin/azcopy
|
|
fi
|
|
)
|
|
rm -rf "${AZCOPY_TMP}"
|
|
|
|
# Install dynolog, only on x86_64 machines.
|
|
if [[ "$ARCH" == "x86_64" ]]; then
|
|
DYNOLOG_TMP="$(mktemp -d)"
|
|
(
|
|
cd "${DYNOLOG_TMP}"
|
|
curl -sSL https://github.com/facebookincubator/dynolog/releases/download/v0.3.2/dynolog_0.3.2-0-amd64.deb -o dynolog_0.3.2-0-amd64.deb
|
|
sudo dpkg -i dynolog_0.3.2-0-amd64.deb
|
|
)
|
|
rm -rf "${DYNOLOG_TMP}"
|
|
fi
|
|
|
|
uv pip install --system --no-cache-dir --no-deps --index-strategy unsafe-best-match \
|
|
-r $HOME/python_depset.lock
|
|
|
|
# Install awscli v2
|
|
AWSCLI_TMP="$(mktemp -d)"
|
|
(
|
|
cd "${AWSCLI_TMP}"
|
|
curl -sfL "https://awscli.amazonaws.com/awscli-exe-linux-${ARCH}.zip" -o "awscliv2.zip"
|
|
unzip -q awscliv2.zip
|
|
sudo ./aws/install
|
|
)
|
|
rm -rf "${AWSCLI_TMP}"
|
|
|
|
# Cleanup unused packages and caches.
|
|
$HOME/anaconda3/bin/conda clean -y -all
|
|
|
|
# Work around for https://bugs.launchpad.net/ubuntu/+source/openssh/+bug/45234
|
|
sudo mkdir -p /var/run/sshd
|
|
# Configure ssh port
|
|
echo Port $SSH_PORT | sudo tee -a /etc/ssh/sshd_config
|
|
|
|
if [[ ! -d /usr/local/cuda ]]; then
|
|
EFA_VERSION="1.42.0"
|
|
GDRCOPY_VERSION=""
|
|
AWS_OFI_NCCL_VERSION=""
|
|
elif [[ -d "/usr/local/cuda-11" ]]; then
|
|
EFA_VERSION="1.28.0"
|
|
GDRCOPY_VERSION="2.4"
|
|
AWS_OFI_NCCL_VERSION="1.7.3-aws"
|
|
elif [[ -d "/usr/local/cuda-12" ]]; then
|
|
EFA_VERSION="1.42.0"
|
|
GDRCOPY_VERSION="2.5"
|
|
AWS_OFI_NCCL_VERSION="1.15.0"
|
|
elif [[ -d "/usr/local/cuda-13" ]]; then
|
|
EFA_VERSION="1.42.0"
|
|
GDRCOPY_VERSION="2.5.1"
|
|
AWS_OFI_NCCL_VERSION="1.18.0"
|
|
else
|
|
echo "Unsupported CUDA major version"
|
|
exit 1
|
|
fi
|
|
|
|
# Install EFA
|
|
wget -q "https://efa-installer.amazonaws.com/aws-efa-installer-${EFA_VERSION}.tar.gz" -O "/tmp/aws-efa-installer-${EFA_VERSION}.tar.gz"
|
|
wget -q "https://efa-installer.amazonaws.com/aws-efa-installer.key" -O /tmp/aws-efa-installer.key && gpg --import /tmp/aws-efa-installer.key
|
|
gpg --fingerprint </tmp/aws-efa-installer.key
|
|
wget -q "https://efa-installer.amazonaws.com/aws-efa-installer-${EFA_VERSION}.tar.gz.sig" -O "/tmp/aws-efa-installer-${EFA_VERSION}.tar.gz.sig"
|
|
gpg --verify "/tmp/aws-efa-installer-${EFA_VERSION}.tar.gz.sig"
|
|
tar -xzf "/tmp/aws-efa-installer-${EFA_VERSION}.tar.gz" -C /tmp
|
|
(cd /tmp/aws-efa-installer; sudo bash efa_installer.sh --yes --skip-kmod)
|
|
rm -rf "/tmp/aws-efa-installer-${EFA_VERSION}.tar.gz" /tmp/aws-efa-installer.key /tmp/aws-efa-installer
|
|
|
|
# Install GDRCopy
|
|
if [[ "${GDRCOPY_VERSION}" != "" ]]; then
|
|
echo "Installing gdrcopy for GPU images"
|
|
sudo apt-get -y install build-essential devscripts debhelper check libsubunit-dev fakeroot pkg-config dkms
|
|
wget -q "https://github.com/NVIDIA/gdrcopy/archive/refs/tags/v${GDRCOPY_VERSION}.tar.gz" -O "/tmp/v${GDRCOPY_VERSION}.tar.gz"
|
|
tar -xzf "/tmp/v${GDRCOPY_VERSION}.tar.gz" -C /tmp
|
|
(
|
|
cd "/tmp/gdrcopy-${GDRCOPY_VERSION}"
|
|
sudo make -j`nproc` lib_install
|
|
)
|
|
rm -rf "/tmp/gdrcopy-${GDRCOPY_VERSION}"
|
|
else
|
|
echo "Skip installing gdrcopy"
|
|
fi
|
|
|
|
# Install AWS OFI NCCL
|
|
if [[ "${AWS_OFI_NCCL_VERSION}" != "" ]]; then
|
|
echo "Installing aws-ofi-nccl"
|
|
sudo apt-get install -y autoconf libhwloc-dev
|
|
(
|
|
cd /tmp
|
|
git clone --depth=1 "https://github.com/aws/aws-ofi-nccl.git" -b "v${AWS_OFI_NCCL_VERSION}"
|
|
)
|
|
(
|
|
cd /tmp/aws-ofi-nccl
|
|
./autogen.sh
|
|
./configure --with-libfabric=/opt/amazon/efa \
|
|
--with-mpi=/opt/amazon/openmpi \
|
|
--with-cuda=/usr/local/cuda \
|
|
--with-nccl=/usr/local --prefix=/usr/local
|
|
make -j`nproc`
|
|
sudo make install
|
|
)
|
|
rm -rf /tmp/aws-ofi-nccl
|
|
else
|
|
echo "Skip installing aws-ofi-nccl"
|
|
fi
|
|
|
|
# Remove apt sources so that it won't run into apt update issues when running
|
|
# the image.
|
|
sudo rm -rf /etc/apt/sources.list.d/*
|
|
sudo rm -rf /var/lib/apt/lists/*
|
|
|
|
EOF
|
|
|
|
RUN mkdir -p /tmp/supervisord
|