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Dockerfile
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FROM nvidia/cuda:11.4.2-cudnn8-devel-ubuntu20.04
SHELL [ "/bin/bash", "-c"]
ENV DEBIAN_FRONTEND=noninteractive
RUN apt-get update \
&& apt-get install -yq software-properties-common \
&& add-apt-repository ppa:ubuntu-toolchain-r/test \
&& apt-get update \
&& apt install -yq apt-transport-https \
gcc \
g++ \
wget \
git \
ffmpeg \
libsm6 \
libxext6 \
libstdc++6 \
curl \
python3-pip \
&& rm -rf /var/lib/apt/lists/*
COPY pyproject.toml /home/xview3/
WORKDIR /home/xview3/
ENV HOME=/home/xview3
RUN ln -s /usr/bin/python3 /usr/bin/python
RUN curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python3
RUN source $HOME/.poetry/env && poetry install
RUN source $HOME/.poetry/env && poetry run pip install torch==1.10.0+cu113 torchvision==0.11.1+cu113 torchaudio==0.10.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
RUN source $HOME/.poetry/env && poetry run pip install opencv-python
RUN source $HOME/.poetry/env && poetry run pip install albumentations timm
COPY v13/ep59.pth $HOME/v13ep59.pth
COPY v16/ep19.pth $HOME/v16ep19.pth
COPY v77/*.pth $HOME/
COPY run_inference.sh $HOME
COPY main.py $HOME
COPY models_hrnet.py $HOME
RUN apt-get update \
&& apt-get install -yq cmake libboost-all-dev shapelib libshp-dev \
&& rm -rf /var/lib/apt/lists/*
RUN source $HOME/.poetry/env && poetry run pip install pyproj dask xarray
RUN source $HOME/.poetry/env && poetry run pip install "pybind11[global]"
RUN source $HOME/.poetry/env && git clone https://github.com/fbriol/gshhg.git gshhg_ \
&& cd gshhg_ \
&& source $HOME/.poetry/env \
&& poetry run python setup.py build \
&& poetry run python setup.py install
COPY GSHHS_shp $HOME/GSHHS_shp
ENTRYPOINT [ "/home/xview3/run_inference.sh" ]