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Dockerfile.microDL_py36_cu90
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Dockerfile.microDL_py36_cu90
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# ==================================================================
# module list
# ------------------------------------------------------------------
# cuda 9.0 (apt)
# python 3.6 (apt)
# jupyter latest (pip)
# pytorch 1.1.0 (pip)
# tensorflow 1.12.2 (pip)
# keras 2.1.6 (pip)
# opencv 4.1.0 (git)
# ==================================================================
FROM nvidia/cuda:9.0-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 \
libcupti-dev \
ca-certificates \
cmake \
wget \
git \
tmux \
graphviz \
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 \
python3.6-tk \
&& \
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 \
&& \
# ==================================================================
# jupyter
# ------------------------------------------------------------------
$PIP_INSTALL \
jupyter \
&& \
# ==================================================================
# pytorch
# ------------------------------------------------------------------
$PIP_INSTALL \
torch \
torchvision \
&& \
# ==================================================================
# tensorflow
# ------------------------------------------------------------------
$PIP_INSTALL \
tensorflow-gpu==1.12.2 \
&& \
# ==================================================================
# keras
# ------------------------------------------------------------------
$PIP_INSTALL \
h5py \
keras==2.1.6 \
&& \
# ==================================================================
# opencv
# ------------------------------------------------------------------
$PIP_INSTALL \
opencv-python \
&& \
# ==================================================================
# config & cleanup
# ------------------------------------------------------------------
ldconfig && \
apt-get clean && \
apt-get autoremove && \
rm -rf /var/lib/apt/lists/* /tmp/* ~/*
# ==================================================================
# install pip packages from requirements text file
# ------------------------------------------------------------------
ADD requirements_docker.txt /tmp/requirements.txt
RUN pip install --no-cache-dir -r /tmp/requirements.txt
WORKDIR /microDL
ENV PYTHONPATH /microDL
EXPOSE 8888 6006