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Dockerfile
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FROM wqael/docker:py3.8-cuda10.2
LABEL description="JupyterLab / PyTorch 1.12.1 / Python 3.8.12 / nvidia/cuda:10.2-cudnn8-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=python
ARG PIP=pip
# Skips tzdata configuration
ARG DEBIAN_FRONTEND=noninteractive
# Fixes bug: https://github.com/NVIDIA/nvidia-docker/issues/1632
RUN apt-key del 7fa2af80 \
&& apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub \
&& apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub
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+cu102 torchvision==0.13.1+cu102 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu102
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"]