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Dockerfile
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## EXPERIMENT BASE CONTAINER
FROM nvidia/cuda:12.4.1-cudnn-runtime-ubuntu22.04 AS cebra-base
ENV DEBIAN_FRONTEND=noninteractive
RUN apt-get update -y \
&& apt-get install --no-install-recommends -yy git python3 python3-pip python-is-python3 \
&& rm -rf /var/lib/apt/lists/*
RUN pip install --no-cache-dir torch torchvision --index-url https://download.pytorch.org/whl/cu124
RUN pip install --upgrade pip
## GIT repository
FROM ubuntu AS repo
ENV DEBIAN_FRONTEND=noninteractive
RUN apt-get update -y \
&& apt-get install --no-install-recommends -yy git python3 python3-pip python-is-python3 \
&& rm -rf /var/lib/apt/lists/*
WORKDIR /repo
COPY . /repo
RUN git status --porcelain
WORKDIR /target
RUN git clone --filter=tree:0 --depth=1 file:///repo/.git /target
RUN git log
## CEBRA WHEEL
FROM python:3.9 AS wheel
RUN pip install --upgrade --no-cache-dir pip
RUN pip install --upgrade --no-cache-dir build virtualenv
WORKDIR /build
COPY --from=repo /target .
RUN make dist
## CEBRA CONTAINER
FROM cebra-base
# install the cebra wheel
ENV WHEEL=cebra-0.4.0-py2.py3-none-any.whl
WORKDIR /build
COPY --from=wheel /build/dist/${WHEEL} .
RUN pip install --no-cache-dir ${WHEEL}'[dev,integrations,datasets]'
RUN rm -rf /build
# add the repository
WORKDIR /app
COPY --from=repo /target .
ENV PYTHONPATH=/app
ARG UID
ARG GID
RUN groupadd -g $GID appgroup
RUN useradd -u $UID -g $GID -ms "/bin/bash" appuser
RUN chown -R appuser:appgroup /app
USER appuser
ARG GIT_HASH
RUN if [ "$(git rev-parse HEAD)" != "${GIT_HASH}" ]; then \
git rev-parse HEAD; \
echo ${GIT_HASH}; \
exit 1; \
fi
RUN git status --porcelain || exit 1