2019-01-26 08:02:59 -06:00
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FROM ubuntu:16.04
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# Install system packages
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RUN apt-get -qq update && apt-get -qq install --no-install-recommends -y python3 \
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python3-dev \
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python-pil \
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python-lxml \
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python-tk \
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build-essential \
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cmake \
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git \
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libgtk2.0-dev \
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pkg-config \
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libavcodec-dev \
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libavformat-dev \
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libswscale-dev \
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libtbb2 \
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libtbb-dev \
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libjpeg-dev \
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libpng-dev \
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libtiff-dev \
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libjasper-dev \
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libdc1394-22-dev \
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x11-apps \
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wget \
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vim \
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ffmpeg \
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unzip \
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&& rm -rf /var/lib/apt/lists/*
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# Install core packages
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RUN wget -q -O /tmp/get-pip.py --no-check-certificate https://bootstrap.pypa.io/get-pip.py && python3 /tmp/get-pip.py
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RUN pip install -U pip \
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numpy \
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matplotlib \
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notebook \
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jupyter \
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pandas \
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moviepy \
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tensorflow \
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keras \
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autovizwidget \
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Flask
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# Install tensorflow models object detection
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RUN GIT_SSL_NO_VERIFY=true git clone -q https://github.com/tensorflow/models /usr/local/lib/python3.5/dist-packages/tensorflow/models
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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
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RUN cd /usr/local/src/ \
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&& tar xf protobuf-python-3.5.1.tar.gz \
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&& rm protobuf-python-3.5.1.tar.gz \
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&& cd /usr/local/src/protobuf-3.5.1/ \
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&& ./configure \
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&& make \
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&& make install \
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&& ldconfig \
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&& rm -rf /usr/local/src/protobuf-3.5.1/
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# Add dataframe display widget
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RUN jupyter nbextension enable --py --sys-prefix widgetsnbextension
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# Download & build OpenCV
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2019-02-09 07:23:18 -06:00
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RUN wget -q -P /usr/local/src/ --no-check-certificate https://github.com/opencv/opencv/archive/4.0.1.zip
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2019-01-26 08:02:59 -06:00
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RUN cd /usr/local/src/ \
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2019-02-09 07:23:18 -06:00
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&& unzip 4.0.1.zip \
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&& rm 4.0.1.zip \
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&& cd /usr/local/src/opencv-4.0.1/ \
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2019-01-26 08:02:59 -06:00
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&& mkdir build \
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2019-02-09 07:23:18 -06:00
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&& cd /usr/local/src/opencv-4.0.1/build \
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2019-01-26 08:02:59 -06:00
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&& cmake -D CMAKE_INSTALL_TYPE=Release -D CMAKE_INSTALL_PREFIX=/usr/local/ .. \
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&& make -j4 \
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&& make install \
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2019-02-09 07:23:18 -06:00
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&& rm -rf /usr/local/src/opencv-4.0.1
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2019-01-26 08:02:59 -06:00
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# Minimize image size
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RUN (apt-get autoremove -y; \
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apt-get autoclean -y)
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# Set TF object detection available
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ENV PYTHONPATH "$PYTHONPATH:/usr/local/lib/python3.5/dist-packages/tensorflow/models/research:/usr/local/lib/python3.5/dist-packages/tensorflow/models/research/slim"
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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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