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Dockerfile
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FROM wqael/docker:py3.8-cuda11.6.2
LABEL description="JupyterLab / PyTorch 1.12.1 / Python 3.8.10 / nvidia/cuda:11.6.2-cudnn8-runtime-ubuntu20.04" \
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 ${PIP} --no-cache-dir install -q --upgrade pip setuptools wheel
# Install pytorch
RUN ${PIP} --no-cache-dir install -q --upgrade \
torch==1.12.1+cu116 torchvision==0.13.1+cu116 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu116
RUN ${PIP} --no-cache-dir install -q --upgrade \
ipywidgets \
jupyterlab \
matplotlib \
nltk \
opencv-python-headless \
pandas \
pillow \
pytorch-lightning \
scikit-learn \
scikit-image \
seaborn \
tensorboard \
six
# 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", "--ip='*'", "--port=8888", "--no-browser", "--allow-root"]