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gpu-cuda10-cudnn7-ubuntu16
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# ==================================================================
# module list
# ------------------------------------------------------------------
# python 3.6 (apt)
# mxnet latest (pip)
# pytorch latest (pip)
# tensorflow latest (pip)
# opencv 3.4.1 (git)
# Scikit-learn, Pandas, xgboost, jupyter, seaborn
# ==================================================================
FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu16.04
RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \
PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \
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 && \
# ==================================================================
# tools
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
build-essential \
ca-certificates \
cmake \
wget \
git \
vim \
&& \
# ==================================================================
# 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 \
&& \
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 \
scikit-learn \
matplotlib \
Cython \
&& \
# ==================================================================
# boost
# ------------------------------------------------------------------
wget -O ~/boost.tar.gz https://dl.bintray.com/boostorg/release/1.65.1/source/boost_1_65_1.tar.gz && \
tar -zxf ~/boost.tar.gz -C ~ && \
cd ~/boost_* && \
./bootstrap.sh --with-python=python3.6 && \
./b2 install --prefix=/usr/local && \
# ==================================================================
# mxnet
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
libatlas-base-dev \
graphviz \
&& \
$PIP_INSTALL \
mxnet-cu90 \
graphviz \
&& \
# ==================================================================
# pytorch
# ------------------------------------------------------------------
$PIP_INSTALL \
torch \
torchvision \
&& \
# ==================================================================
# tensorflow
# ------------------------------------------------------------------
$PIP_INSTALL \
tensorflow-gpu \
&& \
# ==================================================================
# Other machinelearning packages
# ------------------------------------------------------------------
$PIP_INSTALL \
jupyter \
jupyterlab \
seaborn \
Matplotlib \
Pandas \
scipy \
scikit-learn \
six \
xgboost \
&& \
python -m ipykernel.kernelspec && \
# ==================================================================
# opencv
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
libatlas-base-dev \
libgflags-dev \
libgoogle-glog-dev \
libhdf5-serial-dev \
libleveldb-dev \
liblmdb-dev \
libprotobuf-dev \
libsnappy-dev \
protobuf-compiler \
&& \
$GIT_CLONE --branch 3.4.1 https://github.com/opencv/opencv ~/opencv && \
mkdir -p ~/opencv/build && cd ~/opencv/build && \
cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
-D WITH_IPP=OFF \
-D WITH_CUDA=OFF \
-D WITH_OPENCL=OFF \
-D BUILD_TESTS=OFF \
-D BUILD_PERF_TESTS=OFF \
.. && \
make -j"$(nproc)" install && \
# ==================================================================
# config & cleanup
# ------------------------------------------------------------------
ldconfig && \
apt-get clean && \
apt-get autoremove && \
rm -rf /var/lib/apt/lists/* /tmp/* ~/*
EXPOSE 6006
COPY jupyter_notebook_config.py /root/.jupyter/
CMD ["jupyter", "notebook", "--port=8888", \
"--allow-root", "--ip=0.0.0.0"]