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README.md |
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FROM ubuntu:16.04 | ||
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# Install system packages | ||
RUN apt-get -qq update && apt-get -qq install --no-install-recommends -y python3 \ | ||
python3-dev \ | ||
python-pil \ | ||
python-lxml \ | ||
python-tk \ | ||
build-essential \ | ||
cmake \ | ||
git \ | ||
libgtk2.0-dev \ | ||
pkg-config \ | ||
libavcodec-dev \ | ||
libavformat-dev \ | ||
libswscale-dev \ | ||
libtbb2 \ | ||
libtbb-dev \ | ||
libjpeg-dev \ | ||
libpng-dev \ | ||
libtiff-dev \ | ||
libjasper-dev \ | ||
libdc1394-22-dev \ | ||
x11-apps \ | ||
wget \ | ||
vim \ | ||
ffmpeg \ | ||
unzip \ | ||
&& rm -rf /var/lib/apt/lists/* | ||
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# Install core packages | ||
RUN wget -q -O /tmp/get-pip.py --no-check-certificate https://bootstrap.pypa.io/get-pip.py && python3 /tmp/get-pip.py | ||
RUN pip install -U pip \ | ||
numpy \ | ||
matplotlib \ | ||
notebook \ | ||
jupyter \ | ||
pandas \ | ||
moviepy \ | ||
tensorflow \ | ||
keras \ | ||
autovizwidget \ | ||
Flask | ||
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# Install tensorflow models object detection | ||
RUN GIT_SSL_NO_VERIFY=true git clone -q https://github.com/tensorflow/models /usr/local/lib/python3.5/dist-packages/tensorflow/models | ||
RUN wget -q -P /usr/local/src/ --no-check-certificate https://github.com/google/protobuf/releases/download/v3.5.1/protobuf-python-3.5.1.tar.gz | ||
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# Download & build protobuf-python | ||
RUN cd /usr/local/src/ \ | ||
&& tar xf protobuf-python-3.5.1.tar.gz \ | ||
&& rm protobuf-python-3.5.1.tar.gz \ | ||
&& cd /usr/local/src/protobuf-3.5.1/ \ | ||
&& ./configure \ | ||
&& make \ | ||
&& make install \ | ||
&& ldconfig \ | ||
&& rm -rf /usr/local/src/protobuf-3.5.1/ | ||
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# Add dataframe display widget | ||
RUN jupyter nbextension enable --py --sys-prefix widgetsnbextension | ||
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# Download & build OpenCV | ||
RUN wget -q -P /usr/local/src/ --no-check-certificate https://github.com/opencv/opencv/archive/3.4.1.zip | ||
RUN cd /usr/local/src/ \ | ||
&& unzip 3.4.1.zip \ | ||
&& rm 3.4.1.zip \ | ||
&& cd /usr/local/src/opencv-3.4.1/ \ | ||
&& mkdir build \ | ||
&& cd /usr/local/src/opencv-3.4.1/build \ | ||
&& cmake -D CMAKE_INSTALL_TYPE=Release -D CMAKE_INSTALL_PREFIX=/usr/local/ .. \ | ||
&& make -j4 \ | ||
&& make install \ | ||
&& rm -rf /usr/local/src/opencv-3.4.1 | ||
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# Minimize image size | ||
RUN (apt-get autoremove -y; \ | ||
apt-get autoclean -y) | ||
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# Set TF object detection available | ||
ENV PYTHONPATH "$PYTHONPATH:/usr/local/lib/python3.5/dist-packages/tensorflow/models/research:/usr/local/lib/python3.5/dist-packages/tensorflow/models/research/slim" | ||
RUN cd /usr/local/lib/python3.5/dist-packages/tensorflow/models/research && protoc object_detection/protos/*.proto --python_out=. | ||
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COPY detect_objects.py . | ||
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CMD ["python3", "-u", "detect_objects.py"] |
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