Fixing docker build for DeepSpeed, introducing build for conda environment
This commit is contained in:
1 parent
7522fa87d6
commit
c7f9b04826
10 files changed
+272
-153
No files matched your search
@@ -0,0 +1,95 @@
|
||||
FROM continuumio/miniconda3:24.7.1-0
|
||||
|
||||
ARG DEEPSPEED_VERSION=0.16.2
|
||||
ENV DEEPSPEED_VERSION=$DEEPSPEED_VERSION
|
||||
|
||||
SHELL ["/bin/bash", "-l", "-c"]
|
||||
ENV SHELL=/bin/bash
|
||||
ENV HOST=0.0.0.0
|
||||
ENV DEBIAN_FRONTEND=noninteractive
|
||||
ENV CUDA_DOCKER_ARCH=all
|
||||
ENV NVIDIA_VISIBLE_DEVICES=all
|
||||
ENV CONDA_AUTO_UPDATE_CONDA="false"
|
||||
|
||||
##############################################################################
|
||||
# Directories:
|
||||
##############################################################################
|
||||
ENV STAGE_DIR=/tmp
|
||||
RUN mkdir -p ${STAGE_DIR}
|
||||
|
||||
##############################################################################
|
||||
# Installation/Basic Utilities
|
||||
##############################################################################
|
||||
RUN <<EOR
|
||||
apt-get update
|
||||
apt-get upgrade -y
|
||||
apt-get install --no-install-recommends -y \
|
||||
espeak-ng \
|
||||
curl \
|
||||
wget \
|
||||
jq \
|
||||
vim
|
||||
|
||||
apt-get clean && rm -rf /var/lib/apt/lists/*
|
||||
EOR
|
||||
|
||||
##############################################################################
|
||||
# Create a conda environment and install dependencies:
|
||||
##############################################################################
|
||||
COPY build/environment-*.yml environment.yml
|
||||
RUN <<EOR
|
||||
RESULT=$( { conda env create -f environment.yml ; } 2>&1 )
|
||||
|
||||
if echo $RESULT | grep -izq error ; then
|
||||
echo "Failed to install conda dependencies: $RESULT"
|
||||
exit 1
|
||||
fi
|
||||
|
||||
conda clean -a && pip cache purge
|
||||
EOR
|
||||
|
||||
##############################################################################
|
||||
# Install python dependencies
|
||||
##############################################################################
|
||||
ENV PIP_CACHE_DIR=/tmp/pip_cache
|
||||
RUN <<EOR
|
||||
conda activate alltalk
|
||||
|
||||
pip install \
|
||||
deepspeed-kernels \
|
||||
scikit-learn
|
||||
EOR
|
||||
|
||||
|
||||
##############################################################################
|
||||
# Clone DeepSpeed sources
|
||||
##############################################################################
|
||||
RUN <<EOR
|
||||
git clone https://github.com/microsoft/DeepSpeed.git ${STAGE_DIR}/DeepSpeed
|
||||
cd ${STAGE_DIR}/DeepSpeed
|
||||
git checkout .
|
||||
git checkout "tags/v${DEEPSPEED_VERSION}" -b "v${DEEPSPEED_VERSION}"
|
||||
EOR
|
||||
|
||||
##############################################################################
|
||||
# Create DeepSpeed build file
|
||||
##############################################################################
|
||||
RUN <<EOR
|
||||
cat << EOF > build_deepspeed.sh
|
||||
#!/usr/bin/env bash
|
||||
source ~/.bashrc
|
||||
mkdir -p /deepspeed
|
||||
|
||||
conda activate alltalk
|
||||
cd ${STAGE_DIR}/DeepSpeed
|
||||
DS_BUILD_OPS=1 python setup.py build_ext -j8 bdist_wheel
|
||||
mv ${STAGE_DIR}/DeepSpeed/dist/*.whl /deepspeed/
|
||||
EOF
|
||||
EOR
|
||||
|
||||
RUN chmod +x /build_deepspeed.sh
|
||||
|
||||
##############################################################################
|
||||
# Build DeepSpeed:
|
||||
##############################################################################
|
||||
ENTRYPOINT ["/build_deepspeed.sh"]
|
||||
Executable
+60
@@ -0,0 +1,60 @@
|
||||
#!/usr/bin/env bash
|
||||
|
||||
SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
|
||||
cd $SCRIPT_DIR
|
||||
|
||||
. ${SCRIPT_DIR=}/../variables.sh
|
||||
|
||||
# Parse arguments
|
||||
while [ "$#" -gt 0 ]; do
|
||||
case "$1" in
|
||||
--python-version)
|
||||
PYTHON_VERSION="$2"
|
||||
shift
|
||||
;;
|
||||
--deepspeed-version)
|
||||
DEEPSPEED_VERSION="$2"
|
||||
shift
|
||||
;;
|
||||
*)
|
||||
# Allow to pass arbitrary arguments to docker as well to be flexible:
|
||||
echo "Unknown argument '$1'"
|
||||
exit 1
|
||||
;;
|
||||
esac
|
||||
shift
|
||||
done
|
||||
|
||||
PYTHON_SHORT_VERSION=${PYTHON_VERSION%.*}
|
||||
PYTHON_VERSION_NO_DOT=${PYTHON_SHORT_VERSION//./}
|
||||
if [[ -n $(find build -name "deepspeed-${DEEPSPEED_VERSION}*-cp${PYTHON_VERSION_NO_DOT}-cp${PYTHON_VERSION_NO_DOT}-*.whl") ]]
|
||||
then
|
||||
echo "DeepSpeed was already built - skipping..."
|
||||
exit 0
|
||||
fi
|
||||
|
||||
CONDA_ENV=${SCRIPT_DIR=}/../conda/build/environment-cu-${CUDA_VERSION}-cp-${PYTHON_VERSION}.yml
|
||||
if [ ! -f ${CONDA_ENV} ]; then
|
||||
echo "No conda environment found. Please run 'build-conda-env.sh' first."
|
||||
exit 1
|
||||
fi
|
||||
|
||||
echo "Building DeepSpeed $DEEPSPEED_VERSION using python ${PYTHON_VERSION}"
|
||||
|
||||
rm -rf build # make sure to properly clean up
|
||||
mkdir -p build
|
||||
cp ${CONDA_ENV} ${SCRIPT_DIR=}/build
|
||||
|
||||
docker buildx \
|
||||
build \
|
||||
--build-arg DEEPSPEED_VERSION=$DEEPSPEED_VERSION \
|
||||
-t deepspeed:$DEEPSPEED_VERSION \
|
||||
.
|
||||
|
||||
docker run \
|
||||
--rm \
|
||||
-it \
|
||||
--gpus=all \
|
||||
--name deepspeed \
|
||||
-v $SCRIPT_DIR/build:/deepspeed \
|
||||
deepspeed:$DEEPSPEED_VERSION
|
||||
Reference in new issue
Block a user