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Dockerfile-CPU 2.2 KB

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  1. FROM ubuntu:20.04
  2. LABEL github="https://github.com/mlcommons/GaNDLF"
  3. LABEL docs="https://mlcommons.github.io/GaNDLF/"
  4. LABEL version=1.0
  5. # Install fresh Python and dependencies for build-from-source
  6. RUN apt-get update && apt-get install -y software-properties-common
  7. RUN add-apt-repository ppa:deadsnakes/ppa
  8. RUN apt-get update && apt-get install -y python3.9 python3-pip libjpeg8-dev zlib1g-dev python3-dev libpython3.9-dev libffi-dev libgl1
  9. RUN python3.9 -m pip install --upgrade pip
  10. # EXPLICITLY install cpu versions of torch/torchvision (not all versions have +cpu modes on PyPI...)
  11. RUN python3.9 -m pip install torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 --index-url https://download.pytorch.org/whl/cpu
  12. RUN python3.9 -m pip install openvino-dev==2023.0.1 opencv-python-headless mlcube_docker
  13. # Do some dependency installation separately here to make layer caching more efficient
  14. COPY ./setup.py ./setup.py
  15. RUN python3.9 -c "from setup import requirements; file = open('requirements.txt', 'w'); file.writelines([req + '\n' for req in requirements]); file.close()" \
  16. && python3.9 -m pip install -r ./requirements.txt
  17. COPY . /GaNDLF
  18. WORKDIR /GaNDLF
  19. RUN python3.9 -m pip install -e .
  20. # Entrypoint forces all commands given via "docker run" to go through python, CMD forces the default entrypoint script argument to be gandlf_run
  21. # If a user calls "docker run gandlf:[tag] gandlf_anonymize", it will resolve to running "python gandlf_anonymize" instead.
  22. # CMD is inherently overridden by args to "docker run", entrypoint is constant.
  23. ENTRYPOINT python3.9
  24. CMD gandlf_run
  25. # The below force the container commands to run as a nonroot user with UID > 10000.
  26. # This greatly reduces UID collision probability between container and host, helping prevent privilege escalation attacks.
  27. # As a side benefit this also decreases the likelihood that users on a cluster won't be able to access their files.
  28. # See https://github.com/hexops/dockerfile as a best practices guide.
  29. #RUN addgroup --gid 10001 --system nonroot \
  30. # && adduser --uid 10000 --system --ingroup nonroot --home /home/nonroot nonroot
  31. #
  32. #USER nonroot
  33. # Prepare the container for possible model embedding later.
  34. RUN mkdir /embedded_model
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