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Dockerfile
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ARG extras_require=cpu
ARG base_image=python:3.7-slim
ARG gpu=false
FROM $base_image AS builder
ARG extras_require
RUN apt-get update -qq && \
apt-get install -y --no-install-recommends \
build-essential \
python3-venv \
pkg-config \
git-core \
openssl
# copy files
COPY . /build/
# change working directory
WORKDIR /build
# install dependencies
RUN python -m venv /opt/venv && \
. /opt/venv/bin/activate && \
pip install --no-cache-dir -U 'pip<20' && \
pip install --no-cache-dir -r requirements.txt && \
pip install --no-cache-dir .[$extras_require] && \
rm -rf dist *.egg-info
# start a new build stage
FROM $base_image AS runner
ARG gpu
# copy everything from /opt
COPY --from=builder /opt/venv /opt/venv
RUN mkdir /var/lib/loudml && \
chgrp -R 0 /var/lib/loudml && \
chmod -R g=u /var/lib/loudml && \
mkdir /etc/loudml && \
{ if [ "x$gpu" = "xtrue" ] ; then /bin/echo -e '\
---\n\
buckets: []\n\
server:\n\
listen: 0.0.0.0:8077\n\
inference:\n\
num_cpus: 1\n\
num_gpus: 0\n\
training:\n\
num_cpus: 1\n\
num_gpus: 1\n\
batch_size: 256\n\
' \
>> /etc/loudml/config.yml ; \
else /bin/echo -e '\
---\n\
buckets: []\n\
server:\n\
listen: 0.0.0.0:8077\n\
' \
>> /etc/loudml/config.yml ; \
fi ; }
# make sure we use the virtualenv
ENV PATH="/opt/venv/bin:$PATH"
# update permissions & change user to not run as root
WORKDIR /app
RUN chgrp -R 0 /app && chmod -R g=u /app
USER 1001
# create a volume for temporary data
VOLUME /tmp
# change shell
SHELL ["/bin/bash", "-o", "pipefail", "-c"]
# the entry point
EXPOSE 8077
LABEL maintainer="[email protected]"
ENTRYPOINT ["loudmld"]