/
ludwig.Dockerfile
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/
ludwig.Dockerfile
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ARG PYTHON_VERSION="3.8"
FROM python:${PYTHON_VERSION}-bullseye
RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
&& apt-get -y install --no-install-recommends \
git \
libsndfile1 \
build-essential \
g++ \
cmake
ARG RAY_WHEEL="ray-1.12.1-cp38-cp38-linux_aarch64.whl"
COPY --from=jppgks/ray-arm64:3.8-ray-1.12.1 /tmp/ray/python/dist/ .
RUN python -m pip --no-cache-dir install "${RAY_WHEEL}[all]" --find-links=. && rm *.whl
RUN python -m pip install -U pip wheel && python -m pip install torch==1.11.0 --extra-index-url https://download.pytorch.org/whl/cpu
ARG TORCHVISION_WHEEL="torchvision-0.12.0a0+9b5a3fe-cp38-cp38-linux_aarch64.whl"
COPY --from=jppgks/torchvision-arm64:3.8-v0.12.0 /tmp/torchvision/dist .
RUN python -m pip --no-cache-dir install ${TORCHVISION_WHEEL} --find-links=. && rm *.whl
# all Ludwig extras except 'serve', 'test' since neuropod dependency has no arm64 release
RUN mkdir -p ${HOME}/ludwig && git clone https://github.com/ludwig-ai/ludwig.git ${HOME}/ludwig && cd ${HOME}/ludwig && \
HOROVOD_WITH_PYTORCH=1 \
HOROVOD_WITHOUT_MPI=1 \
HOROVOD_WITHOUT_TENSORFLOW=1 \
HOROVOD_WITHOUT_MXNET=1 \
python -m pip install -e '.[viz,distributed,hyperopt]' && \
horovodrun --check-build && \
python -c "import horovod.torch; horovod.torch.init(); import ludwig"
RUN python -m pip install pytest