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on
A10G
Running
on
A10G
FROM nvidia/cuda:11.3.1-devel-ubuntu20.04 | |
ARG DEBIAN_FRONTEND=noninteractive | |
ENV PYTHONUNBUFFERED=1 | |
ENV TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0 7.5 8.0 8.6" | |
ENV TCNN_CUDA_ARCHITECTURES=86;80;75;70;61;60 | |
ENV FORCE_CUDA=1 | |
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:${LIBRARY_PATH} | |
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ | |
build-essential \ | |
curl \ | |
git \ | |
libegl1-mesa-dev \ | |
libgl1-mesa-dev \ | |
libgles2-mesa-dev \ | |
libglib2.0-0 \ | |
libsm6 \ | |
libxext6 \ | |
libxrender1 \ | |
python-is-python3 \ | |
python3-dev \ | |
python3-pip \ | |
wget \ | |
&& rm -rf /var/lib/apt/lists/* | |
# Set up a new user named "user" with user ID 1000 | |
RUN useradd -m -u 1000 user | |
# Switch to the "user" user | |
USER user | |
# Set home to the user's home directory | |
ENV HOME=/home/user \ | |
PATH=/home/user/.local/bin:$PATH \ | |
PYTHONPATH=$HOME/app \ | |
PYTHONUNBUFFERED=1 \ | |
GRADIO_ALLOW_FLAGGING=never \ | |
GRADIO_NUM_PORTS=1 \ | |
GRADIO_SERVER_NAME=0.0.0.0 \ | |
GRADIO_THEME=huggingface \ | |
SYSTEM=spaces | |
RUN pip install --upgrade pip ninja | |
RUN pip install setuptools==69.5.1 | |
RUN 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 | |
RUN python -c "import torch; print(torch.version.cuda)" | |
COPY requirements.txt /tmp | |
RUN cd /tmp && pip install -r requirements.txt | |
# install pointnet2_ops from snowflake | |
RUN git clone https://github.com/AllenXiangX/SnowflakeNet.git /home/user/SnowflakeNet | |
WORKDIR /home/user/SnowflakeNet/models/pointnet2_ops_lib | |
RUN python setup.py install --user | |
# install pytorch3d | |
RUN git clone -b v0.7.3 https://github.com/facebookresearch/pytorch3d.git /home/user/pytorch3d-0.7.3 | |
WORKDIR /home/user/pytorch3d-0.7.3 | |
RUN python setup.py install --user | |
RUN nvcc -V | |
# install torch-scatter | |
RUN git clone https://github.com/rusty1s/pytorch_scatter.git /home/user/pytorch_scatter | |
WORKDIR /home/user/pytorch_scatter | |
RUN git checkout 2.1.2 | |
RUN python setup.py install --user | |
# install diff-gaussian-rasterization | |
RUN git clone --recursive https://github.com/graphdeco-inria/diff-gaussian-rasterization.git /home/user/diff-gaussian-rasterization | |
WORKDIR /home/user/diff-gaussian-rasterization | |
RUN python setup.py install --user | |
# Set the working directory to the user's home directory | |
WORKDIR $HOME/app | |
# Copy the current directory contents into the container at $HOME/app setting the owner to the user | |
COPY --chown=user . $HOME/app | |
RUN git clone https://github.com/dylanebert/gradio-splatting.git gradio_splatting | |
CMD ["python", "app.py"] |