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@tristansokol
Created April 24, 2018 03:08
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FROM openai/retro-agent:tensorflow
# Needed for OpenCV.
RUN apt-get update && \
apt-get install -y libgtk2.0-dev && \
rm -rf /var/lib/apt/lists/*
# --- running from https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/docker/Dockerfile.devel
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential \
curl \
git \
libcurl3-dev \
libfreetype6-dev \
libpng12-dev \
libzmq3-dev \
pkg-config \
python-dev \
rsync \
software-properties-common \
unzip \
zip \
zlib1g-dev \
openjdk-8-jdk \
openjdk-8-jre-headless \
&& \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
python get-pip.py && \
rm get-pip.py
RUN pip --no-cache-dir install \
ipykernel \
jupyter \
matplotlib \
numpy \
scipy \
sklearn \
pandas \
&& \
python -m ipykernel.kernelspec
RUN ln -s -f /usr/bin/python3 /usr/bin/python#
# Set up Bazel.
# Running bazel inside a `docker build` command causes trouble, cf:
# https://github.com/bazelbuild/bazel/issues/134
# The easiest solution is to set up a bazelrc file forcing --batch.
RUN echo "startup --batch" >>/etc/bazel.bazelrc
# Similarly, we need to workaround sandboxing issues:
# https://github.com/bazelbuild/bazel/issues/418
RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
>>/etc/bazel.bazelrc
# Install the most recent bazel release.
ENV BAZEL_VERSION 0.12.0
WORKDIR /
RUN mkdir /bazel && \
cd /bazel && \
curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
chmod +x bazel-*.sh && \
./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
cd / && \
rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
# Download and build TensorFlow.
WORKDIR /tensorflow
RUN git clone --branch=r1.8 --depth=1 https://github.com/tensorflow/tensorflow.git .
# TODO(craigcitro): Don't install the pip package, since it makes it
# more difficult to experiment with local changes. Instead, just add
# the built directory to the path.
ENV CI_BUILD_PYTHON python
RUN tensorflow/tools/ci_build/builds/configured CPU \
bazel build -c opt --jobs 1 --local_resources 2048,0.5,1.0 \
--verbose_failures --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" \
--copt=-mavx2 \
--copt=-mfma \
# For optimized builds appropriate for the hardware platform of your choosing, uncomment below...
# For ivy-bridge or sandy-bridge
# --copt=-march="ivybridge" \
# for haswell, broadwell, or skylake
# --copt=-march="haswell" \
tensorflow/tools/pip_package:build_pip_package && \
bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/pip && \
pip --no-cache-dir install --upgrade /tmp/pip/tensorflow-*.whl && \
rm -rf /tmp/pip && \
rm -rf /root/.cache
# Clean up pip wheel and Bazel cache when done.
# Baselines has some unneeded and cumbersome dependencies,
# so we manually fetch the deps we need.
RUN . ~/venv/bin/activate && \
pip install scipy tqdm joblib zmq dill progressbar2 cloudpickle opencv-python && \
pip install --no-deps git+https://github.com/openai/baselines.git
ADD ppo2-agent.py ./agent.py
ADD sonic_util.py .
CMD ["python", "-u", "/root/compo/agent.py"]
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