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Dockerfile for running DonkeyCar training jobs on AWS Sagemaker
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FROM nvidia/cuda:9.0-base-ubuntu16.04 | |
LABEL maintainer="Jared Davis <jdavis@servercentral.com>" | |
# Pick up some TF dependencies | |
RUN apt-get update && apt-get install -y --no-install-recommends \ | |
build-essential \ | |
cuda-command-line-tools-9-0 \ | |
cuda-cublas-9-0 \ | |
cuda-cufft-9-0 \ | |
cuda-curand-9-0 \ | |
cuda-cusolver-9-0 \ | |
cuda-cusparse-9-0 \ | |
curl \ | |
libcudnn7=7.2.1.38-1+cuda9.0 \ | |
libnccl2=2.2.13-1+cuda9.0 \ | |
libfreetype6-dev \ | |
libhdf5-serial-dev \ | |
libpng12-dev \ | |
libzmq3-dev \ | |
pkg-config \ | |
python3 \ | |
python3-dev \ | |
rsync \ | |
software-properties-common \ | |
unzip \ | |
&& \ | |
apt-get clean && \ | |
rm -rf /var/lib/apt/lists/* | |
RUN apt-get update && \ | |
apt-get install nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \ | |
apt-get update && \ | |
apt-get install libnvinfer4=4.1.2-1+cuda9.0 | |
RUN ln -s $(which python3) /usr/bin/python && \ | |
curl -O https://bootstrap.pypa.io/get-pip.py && \ | |
python get-pip.py && \ | |
rm get-pip.py | |
RUN pip --no-cache-dir install \ | |
Pillow \ | |
h5py \ | |
ipykernel \ | |
jupyter \ | |
keras_applications \ | |
keras_preprocessing \ | |
matplotlib \ | |
numpy \ | |
pandas \ | |
scipy \ | |
sklearn \ | |
tensorflow-gpu==1.12 \ | |
"sagemaker-tensorflow>=1.12,<1.13" | |
ENV PYTHONUNBUFFERED=TRUE | |
ENV PYTHONDONTWRITEBYTECODE=TRUE | |
ENV PATH="/opt/program:${PATH}" | |
WORKDIR /opt/program | |
ARG donkeysha=36547b7e02d195214852b8ac647f6853071c8de6 | |
ADD https://github.com/tawnkramer/donkey/archive/${donkeysha}.zip donkey.zip | |
RUN unzip donkey.zip && \ | |
mv donkey-${donkeysha} donkey && \ | |
cd donkey && \ | |
pip install -e . && \ | |
donkey createcar --path /opt/program/car | |
COPY train /opt/program/train | |
RUN chmod +x /opt/program/train |
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