From e6cd9bcc807168e7d71507a63ff6dce6385a657d Mon Sep 17 00:00:00 2001 From: Exception4U Date: Sat, 20 Jan 2024 06:04:49 +0000 Subject: [PATCH] added docker support --- .devcontainer/docker-compose.yaml | 24 ++++++ Dockerfile | 133 ++++++++++++++++++++++++++++++ 2 files changed, 157 insertions(+) create mode 100644 .devcontainer/docker-compose.yaml create mode 100644 Dockerfile diff --git a/.devcontainer/docker-compose.yaml b/.devcontainer/docker-compose.yaml new file mode 100644 index 0000000..9916623 --- /dev/null +++ b/.devcontainer/docker-compose.yaml @@ -0,0 +1,24 @@ +version: '3.8' + +services: + gaussian_splatting: + image: gaussian_splatting:author + build: + context: .. + dockerfile: Dockerfile + container_name: gaussian_splatting_container + volumes: + - /data2/tushar:/data + - ../:/workspace + ports: + - "8888:8888" # Adjust the port mapping as needed + environment: + - NVIDIA_VISIBLE_DEVICES=all # Adjust GPU visibility as needed + command: "/bin/bash -c 'source /etc/bash.bashrc && tail -f /dev/null && /bin/bash'" # Keep container running + deploy: + resources: + reservations: + devices: + - driver: nvidia + count: all + capabilities: [gpu] \ No newline at end of file diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..ddaa0e8 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,133 @@ +ARG CUDA_VERSION=11.8.0 +ARG OS_VERSION=22.04 +ARG USER_ID=1000 + +# Define base image. +FROM nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${OS_VERSION} +ARG CUDA_VERSION +ARG OS_VERSION +ARG USER_ID + +# metainformation +LABEL org.opencontainers.image.version="0.1.18" +LABEL org.opencontainers.image.licenses="Apache License 2.0" +LABEL org.opencontainers.image.base.name="docker.io/library/nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${OS_VERSION}" + +ARG CUDA_ARCHITECTURES=70 + +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Europe/Berlin +ENV CUDA_HOME="/usr/local/cuda" + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + build-essential \ + cmake \ + curl \ + ffmpeg \ + git \ + libatlas-base-dev \ + libboost-filesystem-dev \ + libboost-graph-dev \ + libboost-program-options-dev \ + libboost-system-dev \ + libboost-test-dev \ + libhdf5-dev \ + libcgal-dev \ + libeigen3-dev \ + libflann-dev \ + libfreeimage-dev \ + libgflags-dev \ + libglew-dev \ + libgoogle-glog-dev \ + libmetis-dev \ + libprotobuf-dev \ + libqt5opengl5-dev \ + libsqlite3-dev \ + libsuitesparse-dev \ + nano \ + protobuf-compiler \ + python-is-python3 \ + python3 \ + python3-dev \ + python3-distutils \ + python3-pip \ + qtbase5-dev \ + sudo \ + vim-tiny \ + wget && \ + rm -rf /var/lib/apt/lists/* + +# Install GLOG (required by ceres). +RUN git clone --branch v0.6.0 https://github.com/google/glog.git --single-branch && \ + cd glog && \ + mkdir build && \ + cd build && \ + cmake .. && \ + make -j "$(nproc)" && \ + make install && \ + cd ../.. && \ + rm -rf glog + +ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib" + +# Install Ceres-solver (required by colmap). +RUN git clone --branch 2.1.0 https://ceres-solver.googlesource.com/ceres-solver.git --single-branch && \ + cd ceres-solver && \ + git checkout "$(git describe --tags)" && \ + mkdir build && \ + cd build && \ + cmake .. -DBUILD_TESTING=OFF -DBUILD_EXAMPLES=OFF && \ + make -j "$(nproc)" && \ + make install && \ + cd ../.. && \ + rm -rf ceres-solver + +# Install colmap. +RUN git clone --branch 3.8 https://github.com/colmap/colmap.git --single-branch && \ + cd colmap && \ + mkdir build && \ + cd build && \ + cmake .. -DCUDA_ENABLED=ON \ + -DCMAKE_CUDA_ARCHITECTURES=${CUDA_ARCHITECTURES} && \ + make -j "$(nproc)" && \ + make install && \ + cd ../.. && \ + rm -rf colmap + +# Create non-root user and set up environment. +RUN useradd -m -d /home/user -g root -G sudo -u ${USER_ID} user +RUN usermod -aG sudo user +RUN echo "user:user" | chpasswd +RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers + +USER ${USER_ID} +WORKDIR /home/user + +ENV PATH="${PATH}:/home/user/.local/bin" +SHELL ["/bin/bash", "-c"] + +RUN python3 -m pip install --upgrade pip setuptools pathtools promise pybind11 + +USER root +RUN CUDA_VER=${CUDA_VERSION%.*} && CUDA_VER=${CUDA_VER//./} && python3 -m pip install \ + torch==2.0.0+cu${CUDA_VER} \ + torchvision==0.15.0+cu${CUDA_VER} \ + --extra-index-url https://download.pytorch.org/whl/cu${CUDA_VER} +USER ${USER_ID} + +RUN git clone --branch v0.4.0 --recursive https://github.com/colmap/pycolmap.git && \ + cd pycolmap && \ + python3 -m pip install . && \ + cd .. + +RUN git clone --branch master --recursive https://github.com/cvg/Hierarchical-Localization.git && \ + cd Hierarchical-Localization && \ + python3 -m pip install -e . && \ + cd .. + +RUN python3 -m pip install omegaconf + +USER root +RUN chsh -s /bin/bash user +USER ${USER_ID} \ No newline at end of file