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# Reference: | |
# https://github.com/cvpaperchallenge/Ascender | |
# https://github.com/nerfstudio-project/nerfstudio | |
FROM nvidia/cuda:11.8.0-devel-ubuntu22.04 | |
ARG USER_NAME=dreamer | |
ARG GROUP_NAME=dreamers | |
ARG UID=1000 | |
ARG GID=1000 | |
# Set compute capability for nerfacc and tiny-cuda-nn | |
# See https://developer.nvidia.com/cuda-gpus and limit number to speed-up build | |
ENV TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0 7.5 8.0 8.6 8.9 9.0+PTX" | |
ENV TCNN_CUDA_ARCHITECTURES=90;89;86;80;75;70;61;60 | |
# Speed-up build for RTX 30xx | |
# ENV TORCH_CUDA_ARCH_LIST="8.6" | |
# ENV TCNN_CUDA_ARCHITECTURES=86 | |
# Speed-up build for RTX 40xx | |
# ENV TORCH_CUDA_ARCH_LIST="8.9" | |
# ENV TCNN_CUDA_ARCHITECTURES=89 | |
ENV CUDA_HOME=/usr/local/cuda | |
ENV PATH=${CUDA_HOME}/bin:/home/${USER_NAME}/.local/bin:${PATH} | |
ENV LD_LIBRARY_PATH=${CUDA_HOME}/lib64:${LD_LIBRARY_PATH} | |
ENV LIBRARY_PATH=${CUDA_HOME}/lib64/stubs:${LIBRARY_PATH} | |
# apt install by root user | |
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ | |
build-essential \ | |
curl \ | |
git \ | |
libegl1-mesa-dev \ | |
libgl1-mesa-dev \ | |
libgles2-mesa-dev \ | |
libglib2.0-0 \ | |
libsm6 \ | |
libxext6 \ | |
libxrender1 \ | |
python-is-python3 \ | |
python3.10-dev \ | |
python3-pip \ | |
wget \ | |
&& rm -rf /var/lib/apt/lists/* | |
# Change user to non-root user | |
RUN groupadd -g ${GID} ${GROUP_NAME} \ | |
&& useradd -ms /bin/sh -u ${UID} -g ${GID} ${USER_NAME} | |
USER ${USER_NAME} | |
RUN pip install --upgrade pip setuptools ninja | |
RUN pip install torch==2.0.1+cu118 torchvision==0.15.2+cu118 --index-url https://download.pytorch.org/whl/cu118 | |
# Install nerfacc and tiny-cuda-nn before installing requirements.txt | |
# because these two installations are time consuming and error prone | |
# RUN pip install git+https://github.com/KAIR-BAIR/nerfacc.git@v0.5.2 | |
RUN pip install nerfacc==0.5.2 -f https://nerfacc-bucket.s3.us-west-2.amazonaws.com/whl/torch-2.0.0_cu118.html | |
RUN pip install git+https://github.com/NVlabs/tiny-cuda-nn.git#subdirectory=bindings/torch | |
COPY requirements.txt /tmp | |
RUN cd /tmp && pip install -r requirements.txt | |
# avoid caching the old version | |
ADD "https://api.github.com/repos/threestudio-project/threestudio/commits?per_page=1" latest_commit | |
RUN git clone https://github.com/threestudio-project/threestudio.git /home/${USER_NAME}/threestudio | |
WORKDIR /home/${USER_NAME}/threestudio | |
RUN git checkout 23b2d71 | |
CMD ["python", "gradio_app.py", "launch", "--listen", "--hf-space"] | |