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Dockerfile
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FROM wqael/docker:py36-cuda101
LABEL description="Jupyter / PyTorch 1.7.1 / Python 3.6 / nvidia/cuda:10.1-cudnn7-runtime-ubuntu18.04" \
maintainer="https://github.com/rlan/notebooks"
# Build-time metadata as defined at http://label-schema.org
ARG BUILD_DATE
ARG VCS_REF
ARG VERSION
LABEL org.label-schema.build-date=$BUILD_DATE \
org.label-schema.vcs-ref=$VCS_REF \
org.label-schema.vcs-url="https://github.com/rlan/notebooks" \
org.label-schema.version=$VERSION \
org.label-schema.schema-version="1.0"
ARG PYTHON=python3
ARG PIP=pip3
# Skips tzdata configuration
ARG DEBIAN_FRONTEND=noninteractive
RUN apt-get -qq update \
&& apt-get -qq install -y --no-install-recommends \
python3-pandas \
&& apt-get -qq clean \
&& rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
RUN ${PIP} --no-cache-dir install -q --upgrade pip setuptools wheel
# Install pytorch
RUN ${PIP} --no-cache-dir install -q --upgrade \
torch==1.7.1+cu101 torchvision==0.8.2+cu101 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html
RUN ${PIP} --no-cache-dir install -q --upgrade \
jupyterlab \
matplotlib \
nltk \
opencv-python-headless \
pillow \
pytorch-lightning \
scikit-learn \
scikit-image \
seaborn \
tensorboard \
six
# Set up our notebook config.
COPY jupyter_notebook_config.py /root/.jupyter/
# Jupyter has issues with being run directly:
# https://github.com/ipython/ipython/issues/7062
# We just add a little wrapper script.
COPY run_jupyter.sh /
# IPython
EXPOSE 8888
# Tensorboard
EXPOSE 6006
WORKDIR /notebooks
CMD ["/run_jupyter.sh", "--allow-root"]