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FROM nvidia/cuda:12.1.1-devel-ubuntu20.04 | |
ENV NVIDIA_VISIBLE_DEVICES ${NVIDIA_VISIBLE_DEVICES:-all} | |
ENV NVIDIA_DRIVER_CAPABILITIES ${NVIDIA_DRIVER_CAPABILITIES:+$NVIDIA_DRIVER_CAPABILITIES,}graphics | |
ARG PYTHON_VERSION=3.10 | |
# Install os-level packages | |
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ | |
bash-completion \ | |
build-essential \ | |
ca-certificates \ | |
cmake \ | |
curl \ | |
git \ | |
htop \ | |
libegl1 \ | |
libxext6 \ | |
libjpeg-dev \ | |
libpng-dev \ | |
rsync \ | |
tmux \ | |
unzip \ | |
vim \ | |
wget \ | |
xvfb \ | |
&& rm -rf /var/lib/apt/lists/* | |
# Install (mini) conda | |
RUN curl -o ~/miniconda.sh https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh && \ | |
chmod +x ~/miniconda.sh && \ | |
~/miniconda.sh -b -p /opt/conda && \ | |
rm ~/miniconda.sh && \ | |
/opt/conda/bin/conda init && \ | |
/opt/conda/bin/conda install -y python="$PYTHON_VERSION" && \ | |
/opt/conda/bin/conda clean -ya | |
ENV PATH /opt/conda/bin:$PATH | |
SHELL ["/bin/bash", "-c"] | |
RUN pip install \ | |
numpy==1.26.4 \ | |
scipy \ | |
ninja \ | |
torch==2.1.2 \ | |
torchvision==0.16.2 \ | |
h5py \ | |
matplotlib \ | |
"trimesh>=4.2.0" \ | |
"pyglet<2" \ | |
"accelerate>=0.28.0" \ | |
wandb \ | |
timm \ | |
datasets \ | |
hydra-core \ | |
&& pip cache purge | |
RUN FORCE_CUDA=1 TORCH_CUDA_ARCH_LIST="6.0;7.0;7.5;8.0;8.6;9.0" pip install "git+https://github.com/Jiayuan-Gu/torkit3d.git@235ecf60497271136f5552cb45bb7cf75ab1cb09" && pip cache purge | |
# Install apex | |
RUN git clone --single-branch https://github.com/NVIDIA/apex && \ | |
cd apex && git checkout 810ffae374a2b9cb4b5c5e28eaeca7d7998fca0c && \ | |
pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" ./ && pip cache purge && \ | |
cd .. && rm -rf apex | |
RUN useradd -m -u 1000 user | |
WORKDIR /app | |
RUN pip install git+https://github.com/zyc00/Point-SAM.git && pip cache purge | |
RUN pip install flask flask_cors && pip cache purge | |
COPY --chown=user . /app | |
RUN wget https://yuchen-service.nrp-nautilus.io/yuchen_fast/pointcloud-sam/pretrained/ours/mixture_10k/model-2.safetensors | |
CMD [ "python3", "app.py", "--host=0.0.0.0", "--port=7860"] |