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OpenPose 1.2.1 Dockerfile example using OpenCV/Contrib 3.2.0, CUDA 8, CuDNN 5
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{ | |
"default-runtime": "nvidia", | |
"runtimes": { | |
"nvidia": { | |
"path": "/usr/bin/nvidia-container-runtime", | |
"runtimeArgs": [] | |
} | |
} | |
} |
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# start with the nvidia container for cuda 8 with cudnn 5 | |
# ensure `/etc/docker/daemon.json` file is | |
# modified to use nvidia runtime by default | |
FROM nvidia/cuda:8.0-cudnn5-devel | |
# install dependencies | |
RUN apt-get update && \ | |
apt-get install -y \ | |
build-essential \ | |
cmake \ | |
git \ | |
pkg-config \ | |
libjpeg8-dev \ | |
libtiff5-dev \ | |
libjasper-dev \ | |
libpng12-dev \ | |
libavcodec-dev \ | |
libavformat-dev \ | |
libswscale-dev \ | |
libv4l-dev \ | |
libx264-dev \ | |
libx265-dev \ | |
libatlas-base-dev \ | |
gfortran \ | |
python3.5-dev \ | |
libboost-all-dev \ | |
libgflags-dev \ | |
libgoogle-glog-dev \ | |
libprotobuf-lite9v5 \ | |
libprotobuf-dev \ | |
protobuf-compiler \ | |
wget \ | |
unzip \ | |
python3-pip \ | |
libhdf5-serial-dev \ | |
libleveldb-dev \ | |
liblmdb-dev \ | |
libsnappy-dev \ | |
yasm && \ | |
rm -rf /var/lib/apt/lists/* | |
# upgrade pip(3) | |
RUN pip3 install --upgrade pip && \ | |
pip3 install numpy scipy | |
# opencv (3.2 specifically) | |
# ensure dnn is NOT enabled, this will cause problems! | |
RUN cd ~ && \ | |
export OPENCV_CHECKSUM=7a7d2eb8cf617f58d610d856e531f3d92b89bc42 && \ | |
export OPENCV_CONTRIB_CHECKSUM=9f34aef18d05cf7136d6b251c794cfdfcdb2e78d && \ | |
wget -O opencv.zip https://github.com/opencv/opencv/archive/3.2.0.zip && \ | |
wget -O opencv_contrib.zip https://github.com/opencv/opencv_contrib/archive/3.2.0.zip && \ | |
echo "${OPENCV_CHECKSUM} opencv.zip" | sha1sum -c && \ | |
echo "${OPENCV_CONTRIB_CHECKSUM} opencv_contrib.zip" | sha1sum -c && \ | |
unzip opencv.zip && \ | |
unzip opencv_contrib.zip && \ | |
rm -f opencv.zip && \ | |
rm -f opencv_contrib.zip | |
RUN cd ~/opencv-3.2.0/ && \ | |
mkdir build && \ | |
cd build && \ | |
cmake -D CMAKE_BUILD_TYPE=RELEASE \ | |
-D CMAKE_INSTALL_PREFIX=/usr/local \ | |
-D INSTALL_PYTHON_EXAMPLES=OFF \ | |
-D INSTALL_C_EXAMPLES=OFF \ | |
-D BUILD_opencv_dnn=OFF \ | |
-D OPENCV_EXTRA_MODULES_PATH=~/opencv_contrib-3.2.0/modules \ | |
-D PYTHON3_EXECUTABLE=/usr/bin/python3 \ | |
-D BUILD_opencv_python2=OFF \ | |
-D BUILD_opencv_python3=ON \ | |
-D BUILD_EXAMPLES=OFF .. && \ | |
make -j"$(nproc)" && \ | |
make install -j"$(nproc)" && \ | |
ldconfig && \ | |
cd ~ && \ | |
rm -rf opencv-3.2.0 && \ | |
rm -rf opencv_contrib-3.2.0 | |
RUN cd /opt && \ | |
export OPENPOSE_CHECKSUM=9f34aef18d05cf7136d6b251c794cfdfcdb2e78d && \ | |
wget -O openpose.zip https://github.com/CMU-Perceptual-Computing-Lab/openpose/archive/v1.2.1.zip && \ | |
&& echo "${OPENCV_CHECKSUM} opencv.zip" | sha1sum -c && \ | |
unzip openpose.zip && \ | |
rm -f openpose.zip && \ | |
mv openpose-1.2.1 openpose-master | |
ENV CAFFE_ROOT=/opt/openpose-master/3rdparty/caffe | |
# caffe | |
RUN cd /opt/openpose-master && \ | |
rm -rf 3rdparty/caffe && \ | |
git clone --depth 1 https://github.com/CMU-Perceptual-Computing-Lab/caffe.git 3rdparty/caffe && \ | |
cd 3rdparty/caffe/ && \ | |
cp Makefile.config.Ubuntu16_cuda8.example Makefile.config && \ | |
sed -i '/\# OPENCV_VERSION := 3/c\OPENCV_VERSION := 3' Makefile.config && \ | |
sed -i '/\# PYTHON_LIBRARIES := boost_python3 python3.5m/c\PYTHON_LIBRARIES := boost_python3 python3.5m' Makefile.config && \ | |
sed -i '/\# PYTHON_INCLUDE := \/usr\/include\/python3.5m \\/c\PYTHON_INCLUDE := \/usr\/include\/python3.5m \\' Makefile.config && \ | |
sed -i '/\# \/usr\/lib\/python3.5\/dist-packages\/numpy\/core\/include/c\ \/usr\/local\/lib\/python3.5\/dist-packages\/numpy\/core\/include' Makefile.config && \ | |
cd python && \ | |
for req in $(cat requirements.txt) pydot; do pip install $req; done && \ | |
cd .. && \ | |
ln -s /usr/lib/x86_64-linux-gnu/libboost_python-py35.so /usr/lib/x86_64-linux-gnu/libboost_python3.so && \ | |
make all -j"$(nproc)" | |
ENV PYCAFFE_ROOT $CAFFE_ROOT/python | |
ENV PYTHONPATH $PYCAFFE_ROOT:$PYTHONPATH | |
ENV PATH $CAFFE_ROOT/build/tools:$PYCAFFE_ROOT:$PATH | |
RUN echo "$CAFFE_ROOT/build/lib" >> /etc/ld.so.conf.d/caffe.conf && ldconfig | |
# and distribute | |
RUN cd /opt/openpose-master/3rdparty/caffe/ && \ | |
make distribute -j"$(nproc)" | |
# compile openpose | |
ENV OPENPOSE_ROOT /opt/openpose-master | |
RUN cd /opt/openpose-master && \ | |
cp ubuntu/Makefile.config.Ubuntu16_cuda8.example Makefile.config && \ | |
sed -i '/\# OPENCV_VERSION := 3/c\OPENCV_VERSION := 3' Makefile.config && \ | |
make all -j"$(nproc)" | |
# your app goes here... | |
# sample | |
# CMD ["/opt/openpose-master/build/examples/openpose/openpose.bin", "--keypoint_scale 3"] |
@ketulparikh it sounds like you have not installed nvidia-docker
. Does nvidia-smi
work on the host but not in the docker container? Follow the install guide for nvidia-docker https://github.com/NVIDIA/nvidia-docker
That gets installed after docker has been installed on the host.
Edit: I should mention that editing the daemon.json file is not necessary but it saves you from including the --runtime=nvidia
argument when you wish to use the nvidia runtime.
@leVirve Well over a year late but the typo's have been fixed. Thanks for pointing them out
@sberryman I forgot use --runtime
flag while running the docker. The issue got fixed, thnx.
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@sberryman i am getting this error while running the openpose
Then i checked for
nvidia-smi
but it said command not found. i have used the same nvidia image.