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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:${PATH}:/home/${USER_NAME}/tinycudann/bin | |
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 \ | |
zip \ | |
unzip \ | |
&& 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 ${USER_NAME} | |
RUN pip install --upgrade pip setuptools==69.5.1 ninja | |
RUN pip install xformers==0.0.22 torch==2.0.1+cu118 torchvision==0.15.2+cu118 -f https://download.pytorch.org/whl/cu118/torch_stable.html | |
RUN pip install nerfacc==0.5.2 -f https://nerfacc-bucket.s3.us-west-2.amazonaws.com/whl/torch-2.0.0_cu118.html | |
COPY requirements.txt /tmp | |
RUN cd /tmp && pip install -r requirements.txt | |
RUN pip install -U fastapi pydantic | |
RUN rm -rf /home/${USER_NAME}/threestudio | |
RUN rm -rf /home/${USER_NAME}/.cache | |
ADD "https://api.github.com/repos/zqh0253/3DitScene/commits?per_page=1" latest_commit | |
RUN git clone https://github.com/zqh0253/3DitScene.git /home/${USER_NAME}/threestudio --recursive | |
WORKDIR /home/${USER_NAME}/threestudio | |
RUN wget --quiet https://www.dropbox.com/scl/fi/2s4b848d4qqrz87bbfc2z/cache.zip?rlkey=f7tyf4952ey253xlzvb1lwnmc -O tmp.zip | |
RUN unzip tmp.zip | |
RUN pip install ./submodules/segment-anything-langsplat | |
RUN pip install ./submodules/MobileSAM-lang | |
RUN wget --quiet https://www.dropbox.com/scl/fi/rhl1r9qww9fq6jtjmh43x/diff_gaussian_rasterization-0.0.0-cp310-cp310-linux_x86_64.whl?rlkey=xp02kfjvyk9urnacybp4ll108 -O diff_gaussian_rasterization-0.0.0-cp310-cp310-linux_x86_64.whl | |
RUN pip install diff_gaussian_rasterization-0.0.0-cp310-cp310-linux_x86_64.whl | |
RUN pip install ./submodules/simple-knn | |
# RUN cd diff-gaussian-rasterization && git show-ref --heads | |
RUN mkdir ckpts | |
RUN wget --quiet https://dl.fbaipublicfiles.com/segment_anything/sam_vit_h_4b8939.pth -O ./ckpts/sam_vit_h_4b8939.pth | |
RUN cp /home/${USER_NAME}/threestudio/submodules/MobileSAM-lang/weights/mobile_sam.pt ./ckpts/ | |
# RUN git checkout 23b2d71 | |
CMD ["python", "gradio_app_single_process.py", "--listen", "--hf-space"] | |