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Dockerfile
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# Define base image.
FROM nvidia/cudagl:11.3.1-devel
# Set environment variables.
## Set non-interactive to prevent asking for user inputs blocking image creation.
ENV DEBIAN_FRONTEND=noninteractive
## Set timezone as it is required by some packages.
ENV TZ=Europe/Berlin
## CUDA architectures, required by tiny-cuda-nn.
ENV TCNN_CUDA_ARCHITECTURES=86
## CUDA Home, required to find CUDA in some packages.
ENV CUDA_HOME="/usr/local/cuda"
# Install required apt packages.
RUN apt-get update && \
apt-get install -y --no-install-recommends \
build-essential \
cmake \
ffmpeg \
git \
libatlas-base-dev \
libboost-filesystem-dev \
libboost-graph-dev \
libboost-program-options-dev \
libboost-system-dev \
libboost-test-dev \
libcgal-dev \
libeigen3-dev \
libfreeimage-dev \
libgflags-dev \
libglew-dev \
libgoogle-glog-dev \
libmetis-dev \
libprotobuf-dev \
libqt5opengl5-dev \
libsuitesparse-dev \
nano \
protobuf-compiler \
python3.8-dev \
python3-pip \
qtbase5-dev \
wget
# 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 && \
make install && \
cd ../.. && \
rm -r glog
# Add glog path to LD_LIBRARY_PATH.
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 $(git describe --tags) && \
mkdir build && \
cd build && \
cmake .. -DBUILD_TESTING=OFF -DBUILD_EXAMPLES=OFF && \
make -j && \
make install && \
cd ../.. && \
rm -r ceres-solver
# Install colmap.
RUN git clone --branch 3.7 https://github.com/colmap/colmap.git --single-branch && \
cd colmap && \
mkdir build && \
cd build && \
cmake .. && \
make -j && \
make install && \
cd ../.. && \
rm -r colmap
# Create non root user and setup environment.
RUN useradd -m -d /home/user -u 1000 user
# Switch to new uer and workdir.
USER 1000:1000
WORKDIR /home/user
# Add local user binary folder to PATH variable.
ENV PATH="${PATH}:/home/user/.local/bin"
SHELL ["/bin/bash", "-c"]
# Upgrade pip and install packages.
RUN python3.8 -m pip install --upgrade pip setuptools pathtools promise
# Install pytorch and submodules.
RUN python3.8 -m pip install torch==1.12.1+cu113 torchvision==0.13.1+cu113 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu113
# Install tynyCUDNN.
RUN python3.8 -m pip install git+https://github.com/NVlabs/tiny-cuda-nn.git#subdirectory=bindings/torch
# Copy nerfstudio folder and give ownership to user.
ADD . /home/user/nerfstudio
USER root
RUN chown -R user:user /home/user/nerfstudio
USER 1000:1000
# Install nerfstudio dependencies.
RUN cd nerfstudio && \
python3.8 -m pip install -e . && \
cd ..
# Change working directory
WORKDIR /workspace
# Install nerfstudio cli auto completion and enter shell if no command was provided.
CMD ns-install-cli --mode install && /bin/bash