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Dockerfile
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FROM nvidia/cuda:11.6.1-base-ubuntu20.04
# Package version control
ARG PYTHON_VERSION=3.8
ARG CUDA_VERSION=11.6
ARG PYTORCH_VERSION=1.12.0
ARG CUDA_CHANNEL=nvidia
ARG INSTALL_CHANNEL=pytorch
# Setup workdir and non-root user
ARG USERNAME=dcu
WORKDIR /home/$USERNAME/workspace/
ENV TZ=Asia/Ho_Chi_Minh \
DEBIAN_FRONTEND=noninteractive
RUN apt-get update &&\
apt-get install -y --no-install-recommends curl git sudo &&\
useradd --create-home --shell /bin/bash $USERNAME &&\
echo $USERNAME ALL=\(root\) NOPASSWD:ALL > /etc/sudoers.d/$USERNAME &&\
chmod 0440 /etc/sudoers.d/$USERNAME &&\
rm -rf /var/lib/apt/lists/*
RUN --mount=type=cache,id=apt-dev,target=/var/cache/apt \
apt-get -qq update && apt-get install -y --no-install-recommends \
build-essential \
ca-certificates \
ccache \
cmake \
gcc \
tmux \
libjpeg-dev \
unzip bzip2 ffmpeg libsm6 libxext6 \
libpng-dev && \
rm -rf /var/lib/apt/lists/*
# # Install conda
RUN curl -fsSL -v -o ~/miniconda.sh -O https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh && \
chmod +x ~/miniconda.sh && \
~/miniconda.sh -b -p /opt/conda && \
chown -R $USERNAME:$USERNAME /opt/conda/ && \
rm ~/miniconda.sh && \
/opt/conda/bin/conda install -c "${INSTALL_CHANNEL}" -c "${CUDA_CHANNEL}" -y \
python=${PYTHON_VERSION} \
pytorch=${PYTORCH_VERSION} torchvision "cudatoolkit=${CUDA_VERSION}" && \
/opt/conda/bin/conda clean -ya
# Set up environment variables
ENV PATH /opt/conda/bin:$PATH
ENV NVIDIA_VISIBLE_DEVICES all
ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64
ENV PYTORCH_VERSION ${PYTORCH_VERSION}
# # # Install repo dependencies
COPY ./* $WORKDIR
RUN conda env create -f environment.yml && \
conda clean -ya
USER $USERNAME
RUN conda init bash
RUN echo "conda activate zaloai" >> ~/.bashrc