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Running
on
Zero
| TORCH_VERSION=2.0.1 | |
| CUDA_VERSION=11.7 | |
| CUDNN_VERSION=8 | |
| ARGS=`getopt -o t:c: -l torch:,cuda:,cudnn: -n "$0" -- "$@"` | |
| [ $? != 0 ] && exit 1 | |
| eval set -- "${ARGS}" | |
| while true ; do | |
| case "$1" in | |
| -t | --torch) | |
| TORCH_VERSION=$2 | |
| shift 2 | |
| ;; | |
| -c | --cuda) | |
| CUDA_VERSION=$2 | |
| shift 2 | |
| ;; | |
| --cudnn) | |
| CUDNN_VERSION=$2 | |
| shift 2 | |
| ;; | |
| --) | |
| break | |
| ;; | |
| *) | |
| echo "Invalid option: $1" | |
| exit 1 | |
| ;; | |
| esac | |
| done | |
| CUDA_VERSION_NO_DOT=`echo ${CUDA_VERSION} | tr -d "."` | |
| BASE_TORCH_TAG=${TORCH_VERSION}-cuda${CUDA_VERSION}-cudnn${CUDNN_VERSION}-devel | |
| IMG_TAG=pointcept/pointcept:pytorch${BASE_TORCH_TAG} | |
| echo "TORCH VERSION: ${TORCH_VERSION}" | |
| echo "CUDA VERSION: ${CUDA_VERSION}" | |
| echo "CUDNN VERSION: ${CUDNN_VERSION}" | |
| cat > ./Dockerfile <<- EOM | |
| FROM pytorch/pytorch:${BASE_TORCH_TAG} | |
| # Fix nvidia-key error issue (NO_PUBKEY A4B469963BF863CC) | |
| RUN rm /etc/apt/sources.list.d/*.list | |
| # Installing apt packages | |
| RUN export DEBIAN_FRONTEND=noninteractive \ | |
| && apt -y update --no-install-recommends \ | |
| && apt -y install --no-install-recommends \ | |
| git wget tmux vim zsh build-essential cmake ninja-build libopenblas-dev libsparsehash-dev \ | |
| && apt autoremove -y \ | |
| && apt clean -y \ | |
| && export DEBIAN_FRONTEND=dialog | |
| # Install Pointcept environment | |
| RUN conda install h5py pyyaml -c anaconda -y | |
| RUN conda install sharedarray tensorboard tensorboardx yapf addict einops scipy plyfile termcolor timm -c conda-forge -y | |
| RUN conda install pytorch-cluster pytorch-scatter pytorch-sparse -c pyg -y | |
| RUN pip install --upgrade pip | |
| RUN pip install torch-geometric | |
| RUN pip install spconv-cu${CUDA_VERSION_NO_DOT} | |
| RUN pip install open3d | |
| # Build MinkowskiEngine | |
| RUN git clone https://github.com/NVIDIA/MinkowskiEngine.git | |
| WORKDIR /workspace/MinkowskiEngine | |
| RUN TORCH_CUDA_ARCH_LIST="5.2 6.0 6.1 7.0+PTX 8.0" python setup.py install --blas=openblas --force_cuda | |
| WORKDIR /workspace | |
| # Build pointops | |
| RUN git clone https://github.com/Pointcept/Pointcept.git | |
| RUN TORCH_CUDA_ARCH_LIST="5.2 6.0 6.1 7.0+PTX 8.0" pip install Pointcept/libs/pointops -v | |
| # Build pointgroup_ops | |
| RUN TORCH_CUDA_ARCH_LIST="5.2 6.0 6.1 7.0+PTX 8.0" pip install Pointcept/libs/pointgroup_ops -v | |
| # Build swin3d | |
| RUN TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0+PTX 8.0" pip install -U git+https://github.com/microsoft/Swin3D.git -v | |
| EOM | |
| docker build . -f ./Dockerfile -t $IMG_TAG |