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Dockerfile
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# ==================================================================
# module list
# ------------------------------------------------------------------
# python 3.6 (apt)
# pytorch latest (pip)
# ==================================================================
FROM ubuntu:18.04
ENV LANG C.UTF-8
RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \
PIP_INSTALL="python -m pip install --upgrade --no-cache-dir --retries 10 --timeout 60" && \
GIT_CLONE="git clone --depth 10" && \
\
rm -rf /var/lib/apt/lists/* \
/etc/apt/sources.list.d/cuda.list \
/etc/apt/sources.list.d/nvidia-ml.list && \
\
apt-get update && \
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
software-properties-common \
&& \
add-apt-repository "deb http://security.ubuntu.com/ubuntu xenial-security main" && \
apt-get update && \
# ==================================================================
# tools
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
build-essential \
apt-utils \
ca-certificates \
wget \
libsm6 \
libxext6 \
libxrender-dev \
git \
bash \
nano \
vim \
libssl-dev \
curl \
unzip \
unrar \
&& \
\
$GIT_CLONE https://github.com/Kitware/CMake ~/cmake && \
cd ~/cmake && \
./bootstrap && \
make -j"$(nproc)" install && \
\
# ==================================================================
# python
# ------------------------------------------------------------------
\
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
software-properties-common \
&& \
add-apt-repository ppa:deadsnakes/ppa && \
apt-get update && \
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
python3.6 \
python3.6-dev \
python3-distutils-extra \
&& \
wget -O ~/get-pip.py \
https://bootstrap.pypa.io/get-pip.py && \
python3.6 ~/get-pip.py && \
ln -s /usr/bin/python3.6 /usr/local/bin/python3 && \
ln -s /usr/bin/python3.6 /usr/local/bin/python && \
$PIP_INSTALL \
setuptools \
&& \
$PIP_INSTALL \
numpy \
scipy \
pandas \
cloudpickle \
scikit-image>=0.14.2 \
scikit-learn \
matplotlib \
Cython \
tqdm \
&& \
\
# ==================================================================
# pytorch
# ------------------------------------------------------------------
\
$PIP_INSTALL \
future \
numpy \
protobuf \
enum34 \
pyyaml \
typing \
&& \
$PIP_INSTALL \
--pre torch torchvision -f \
https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html \
&& \
\
# ==================================================================
# config & cleanup
# ------------------------------------------------------------------
\
ldconfig && \
apt-get clean && \
apt-get autoremove && \
rm -rf /var/lib/apt/lists/* /tmp/* ~/*
# ==================================================================
# install nmslib
# ------------------------------------------------------------------
RUN pip install --no-binary :all: nmslib
# ==================================================================
# install imsearch
# ------------------------------------------------------------------
WORKDIR /imsearch
COPY . /imsearch
# ==================================================================
# test imsearch
# ------------------------------------------------------------------
RUN python3 -m pip install --upgrade pip && \
pip install -r requirements.txt && \
pip install nose2 && \
nose2
RUN pip install .
CMD ["/bin/bash"]