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Dockerfile
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ARG PYTORCH="1.9.1"
ARG CUDA="11.1"
ARG CUDNN="8"
FROM pytorch/pytorch:${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel
RUN export TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0 8.0+PTX" \
&& export TORCH_NVCC_FLAGS="-Xfatbin -compress-all" \
&& export CMAKE_PREFIX_PATH="$(dirname $(which conda))/../"
# INIT OF FIX FOR GPG KEY -- Hopefully they will fix this soon
RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
# END OF FIX FOR GPG KEY
# apt and apt-get update
RUN apt-get update && apt-get install -y apt-transport-https && apt update && apt upgrade -y && apt-get clean
# apt and apt-get installations
RUN apt install -y vim git unzip \
&& apt-get install -y libosmesa6-dev build-essential libgl1-mesa-dev libglu1-mesa-dev freeglut3-dev libopenmpi-dev tmux wget libglib2.0-0
ENV CONDA_DIR /opt/conda
ENV PATH $CONDA_DIR/bin:$PATH
RUN echo "Installing basic conda environment for PyTorch..." \
&& conda create --name main python=3.9.5 \
&& . /opt/conda/etc/profile.d/conda.sh \
&& conda activate main \
&& conda install numpy \
&& pip install torch==1.9.1+cu111 torchvision==0.10.1+cu111 torchaudio==0.9.1 -f https://download.pytorch.org/whl/torch_stable.html \
&& pip install opencv-contrib-python pyyaml yacs tqdm colorama matplotlib cython tensorboardX imageio imageio-ffmpeg munkres pandas seaborn h5py sklearn
RUN echo "Installing other dependencies for BeLFusion..." \
&& . /opt/conda/etc/profile.d/conda.sh \
&& conda activate main \
&& pip install matplotlib zarr jupyterlab ipywidgets ml-collections==0.1.0 tensorboard>=2.4.0 absl-py==0.10.0 ninja mpi4py einops timm setuptools==59.5.0 cdflib scipy GitPython
ENV PROJECT_PATH=/project
WORKDIR $PROJECT_PATH
RUN echo ". /opt/conda/etc/profile.d/conda.sh && conda activate main" > ~/.bashrc