From d935717ce9d3aa3143d1785c59a5cce9f02215e6 Mon Sep 17 00:00:00 2001 From: Shubham Shrivastava Date: Fri, 7 Oct 2022 18:33:19 -0700 Subject: [PATCH] add Dockerfile --- docker/Dockerfile | 120 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 120 insertions(+) create mode 100755 docker/Dockerfile diff --git a/docker/Dockerfile b/docker/Dockerfile new file mode 100755 index 0000000..d336b08 --- /dev/null +++ b/docker/Dockerfile @@ -0,0 +1,120 @@ +ARG CUDA_VERSION=11.3.1 +ARG OS_VERSION=20.04 +# pull a prebuilt image +FROM nvidia/cuda:${CUDA_VERSION}-cudnn8-devel-ubuntu${OS_VERSION} + +# setup timezone +ENV TZ=US/Pacific +RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone + +SHELL ["/bin/bash", "-c"] + +# Required to build Ubuntu 20.04 without user prompts with DLFW container +ENV DEBIAN_FRONTEND=noninteractive + +# Install requried libraries +RUN apt-get update && apt-get install -y software-properties-common +RUN add-apt-repository ppa:ubuntu-toolchain-r/test +RUN apt-get update && apt-get install -y --no-install-recommends \ + libcurl4-openssl-dev \ + wget \ + zlib1g-dev \ + git \ + sudo \ + ssh \ + libssl-dev \ + pbzip2 \ + pv \ + bzip2 \ + unzip \ + devscripts \ + lintian \ + fakeroot \ + dh-make \ + build-essential \ + curl \ + ca-certificates \ + libx11-6 \ + nano \ + graphviz \ + libgl1-mesa-glx \ + openssh-server \ + apt-transport-https + +# Install other dependencies +RUN apt-get update && apt-get install -y --no-install-recommends \ + libgtk2.0-0 \ + libcanberra-gtk-module \ + libsm6 libxext6 libxrender-dev \ + libgtk2.0-dev pkg-config \ + libopenmpi-dev \ + && sudo rm -rf /var/lib/apt/lists/* + +# Install Miniconda +RUN wget \ + https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh \ + && mkdir /root/.conda \ + && bash Miniconda3-latest-Linux-x86_64.sh -b \ + && rm -f Miniconda3-latest-Linux-x86_64.sh + +ENV CONDA_DEFAULT_ENV=${project} +ENV CONDA_PREFIX=/root/miniconda3/envs/$CONDA_DEFAULT_ENV +ENV PATH=/root/miniconda3/bin:$CONDA_PREFIX/bin:$PATH + +# install python 3.8 +RUN conda install python=3.8 +RUN alias python='/root/miniconda3/envs/bin/python3.8' + +# Set environment and working directory +ENV CUDA_HOME=/usr/local/cuda +ENV LD_LIBRARY_PATH=$CUDA_HOME/lib64:$CUDA_HOME/extras/CUPTI/lib64/:$LD_LIBRARY_PATH +ENV PATH=$CUDA_HOME/bin:$PATH +ENV CFLAGS="-I$CUDA_HOME/include $CFLAGS" +ENV FORCE_CUDA="1" +ENV PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/root/miniconda3/envs/bin:$PATH + +# install pytorch +RUN 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 + +# install opencv +RUN python -m pip install opencv-python==4.5.5.62 + +# install gcc +RUN conda install -c omgarcia gcc-6 + +# install torchpack +RUN git clone https://github.com/zhijian-liu/torchpack.git +RUN cd torchpack && python -m pip install -e . + +# install other dependencies +RUN python -m pip install mmcv-full==1.4.0 -f https://download.openmmlab.com/mmcv/dist/cu111/torch1.9.0/index.html +RUN python -m pip install pillow==8.4.0 \ + tqdm \ + mmdet==2.14.0 \ + mmsegmentation==0.14.1 \ + numba \ + mpi4py \ + nuscenes-devkit + +# install mmdetection3d from source +ENV TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0+PTX" +ENV TORCH_NVCC_FLAGS="-Xfatbin -compress-all" +ENV CMAKE_PREFIX_PATH="$(dirname $(which conda))/../" + +RUN apt-get update && apt-get install -y ffmpeg libsm6 libxext6 git ninja-build libglib2.0-0 libsm6 libxrender-dev libxext6 \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* +RUN git clone https://github.com/open-mmlab/mmdetection3d.git && \ + cd mmdetection3d && \ + git checkout v0.17.1 && \ + python -m pip install -r requirements/build.txt && \ + python -m pip install --no-cache-dir -e . + +# install timm +RUN python -m pip install timm + +# libraries path +RUN ln -s /usr/local/cuda/lib64/libcusolver.so.11 /usr/local/cuda/lib64/libcusolver.so.10 + +USER root +RUN ["/bin/bash"]