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ufoym committed Oct 27, 2017
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280 changes: 280 additions & 0 deletions Dockerfile
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FROM nvidia/cuda:8.0-cudnn6-devel
LABEL maintainer="Ming <[email protected]>"

# =================================
# cuda 8.0
# cudnn v6
# ---------------------------------
# python 3.5
# opencv latest (git)
# ---------------------------------
# tensorflow latest (pip)
# sonnet latest (pip)
# pytorch 0.2.0 (pip)
# keras latest (pip)
# mxnet latest (pip)
# cntk 2.2 (pip)
# chainer latest (pip)
# theano latest (git)
# lasagne latest (git)
# caffe latest (git)
# torch latest (git)
# ---------------------------------

RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \
PIP_INSTALL="pip --no-cache-dir install --upgrade" && \
GIT_CLONE="git clone --depth 10" && \

# =================================
# apt
# =================================

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 \
apt-utils \
&& \

# =================================
# common tools
# =================================

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
build-essential \
ca-certificates \
wget \
git \
vim \
&& \

# =================================
# cmake
# =================================

# fix boost-not-found issue caused by the `apt-get` version of cmake
$GIT_CLONE https://github.com/Kitware/CMake ~/cmake && \
cd ~/cmake && \
./bootstrap --prefix=/usr/local && \
make -j"$(nproc)" install && \

# =================================
# python3
# =================================

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
python3-pip \
python3-dev \
&& \
ln -s /usr/bin/python3 /usr/local/bin/python && \
pip3 --no-cache-dir install --upgrade pip && \
$PIP_INSTALL \
setuptools \
numpy \
scipy \
pandas \
scikit-learn \
matplotlib \
Cython \
&& \

# =================================
# opencv
# =================================

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
libatlas-base-dev \
libboost-all-dev \
libgflags-dev \
libgoogle-glog-dev \
libhdf5-serial-dev \
libleveldb-dev \
liblmdb-dev \
libprotobuf-dev \
libsnappy-dev \
protobuf-compiler \
&& \

$GIT_CLONE https://github.com/opencv/opencv ~/opencv && \
mkdir -p ~/opencv/build && cd ~/opencv/build && \
cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
-D WITH_IPP=OFF \
-D WITH_CUDA=OFF \
-D WITH_OPENCL=OFF \
-D BUILD_TESTS=OFF \
-D BUILD_PERF_TESTS=OFF \
.. && \
make -j"$(nproc)" install && \

# =================================
# tensorflow
# =================================

$PIP_INSTALL \
tensorflow_gpu \
&& \

# =================================
# sonnet
# =================================

$PIP_INSTALL \
dm-sonnet \
&& \

# =================================
# mxnet
# =================================

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
graphviz \
&& \

$PIP_INSTALL \
mxnet-cu80 \
graphviz \
&& \

# =================================
# cntk
# =================================

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
openmpi-bin \
libjasper-dev \
&& \

$PIP_INSTALL \
https://cntk.ai/PythonWheel/GPU/cntk-2.2-cp35-cp35m-linux_x86_64.whl \
&& \

# =================================
# keras
# =================================

$PIP_INSTALL \
h5py \
keras \
&& \

# =================================
# pytorch
# =================================

$PIP_INSTALL \
http://download.pytorch.org/whl/cu80/torch-0.2.0.post3-cp35-cp35m-manylinux1_x86_64.whl \
torchvision \
&& \

# =================================
# chainer
# =================================

$PIP_INSTALL \
cupy \
chainer \
&& \

# =================================
# theano
# =================================

$GIT_CLONE https://github.com/Theano/Theano ~/theano && \
cd ~/theano && \
$PIP_INSTALL \
. && \

$GIT_CLONE https://github.com/Theano/libgpuarray ~/gpuarray && \
mkdir -p ~/gpuarray/build && cd ~/gpuarray/build && \
cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
.. && \
make -j"$(nproc)" install && \
cd ~/gpuarray && \
python setup.py build && \
python setup.py install && \

printf '[global]\nfloatX = float32\ndevice = cuda0\n\n[dnn]\ninclude_path = /usr/local/cuda/targets/x86_64-linux/include\n' \
> ~/.theanorc && \

# =================================
# lasagne
# =================================

$GIT_CLONE https://github.com/Lasagne/Lasagne ~/lasagne && \
cd ~/lasagne && \
$PIP_INSTALL \
. && \

# =================================
# caffe
# =================================

$GIT_CLONE https://github.com/NVIDIA/nccl && \
cd nccl; make -j"$(nproc)" install; cd ..; rm -rf nccl && \

$GIT_CLONE https://github.com/BVLC/caffe ~/caffe && \
mkdir ~/caffe/build && cd ~/caffe/build && \
cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
-D USE_CUDNN=1 \
-D USE_NCCL=1 \
-D python_version=3 \
-D CUDA_NVCC_FLAGS=--Wno-deprecated-gpu-targets \
-Wno-dev \
.. && \
make -j"$(nproc)" install && \

# fix ValueError caused by python-dateutil 1.x
sed -i 's/,<2//g' ~/caffe/python/requirements.txt && \

$PIP_INSTALL \
-r ~/caffe/python/requirements.txt && \

mv /usr/local/python/caffe /usr/local/lib/python3.5/dist-packages/ && \
rm -rf /usr/local/python && \

# =================================
# torch
# =================================

$GIT_CLONE https://github.com/torch/distro.git ~/torch --recursive&& \

cd ~/torch/exe/luajit-rocks && \
mkdir build && cd build && \
cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
-D WITH_LUAJIT21=ON \
.. && \
make -j"$(nproc)" install && \

DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
libreadline-dev \
&& \

$GIT_CLONE https://github.com/Yonaba/Moses ~/moses && \
cd ~/moses && \
luarocks install rockspec/moses-1.6.1-1.rockspec && \

cd ~/torch && \
sed -i 's/extra\/cudnn/extra\/cudnn \&\& git checkout R6/' install.sh && \
sed -i 's/$PREFIX\/bin\/luarocks/luarocks/' install.sh && \
sed -i '/qt/d' install.sh && \
sed -i '/Installing Lua/,/^cd \.\.$/d' install.sh && \
sed -i '/path_to_nvidiasmi/,/^fi$/d' install.sh && \
sed -i '/Restore anaconda/,/^Not updating$/d' install.sh && \
sed -i '/You might want to/,/^fi$/d' install.sh && \
yes no | ./install.sh && \


# =================================
# config & cleanup
# =================================

ldconfig && \
apt-get clean && \
apt-get autoremove && \
rm -rf /var/lib/apt/lists/* /tmp/* ~/*
21 changes: 21 additions & 0 deletions LICENSE
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MIT License

Copyright (c) 2017 Ming

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
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