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Dockerfile
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FROM nvidia/cuda:11.2.2-devel-ubuntu20.04
ARG python=3.9
ENV PYTORCH_VERSION=1.8.1+cu111
ENV TORCHVISION_VERSION=0.9.1+cu111
ENV LC_ALL=C.UTF-8
ENV LANG=C.UTF-8
ENV PYTHON_VERSION=${python}
ENV DEBIAN_FRONTEND=noninteractive
# Set default shell to /bin/bash
SHELL ["/bin/bash", "-cu"]
# Temporary fix for invalid GPG key see
# https://forums.developer.nvidia.com/t/gpg-error-http-developer-download-nvidia-com-compute-cuda-repos-ubuntu1804-x86-64/212904
RUN apt-key adv --fetch-keys http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
RUN apt-get update && apt-get install -y --allow-downgrades --allow-change-held-packages --no-install-recommends \
build-essential \
ca-certificates \
curl \
libgl1-mesa-glx \
libgtk2.0-dev \
libjpeg-dev \
libpng-dev \
python${PYTHON_VERSION} \
python${PYTHON_VERSION}-dev \
&& rm -rf /var/lib/apt/lists/*
RUN ln -sf /usr/bin/python${PYTHON_VERSION} /usr/bin/python3
RUN curl -O https://bootstrap.pypa.io/get-pip.py && \
python3 get-pip.py && \
rm get-pip.py
# The above appears to install pip into /usr/local/, but some tools expect /usr/bin/.
RUN ln -sf /usr/local/bin/pip /usr/bin/pip
RUN ln -sf /usr/local/bin/pip3 /usr/bin/pip3
# Install Pytorch
RUN pip install --no-cache-dir \
torch==${PYTORCH_VERSION} \
torchvision==${TORCHVISION_VERSION} \
-f https://download.pytorch.org/whl/${PYTORCH_VERSION/*+/}/torch_stable.html
# Install python dependencies
ARG WORKSPACE=/home/dgp
WORKDIR ${WORKSPACE}
COPY requirements.txt requirements-dev.txt /tmp/
RUN pip install --no-cache-dir cython==0.29.30 numpy==1.20.3
RUN pip install --no-cache-dir -r /tmp/requirements.txt
RUN pip install --no-cache-dir -r /tmp/requirements-dev.txt
# Settings for S3
RUN aws configure set default.s3.max_concurrent_requests 100 && \
aws configure set default.s3.max_queue_size 10000
# Copy workspace and setup PYTHONPATH
COPY . ${WORKSPACE}
ENV PYTHONPATH="${WORKSPACE}:$PYTHONPATH"