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Dockerfile.pytorch2.3.0-cuda12.1
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Dockerfile.pytorch2.3.0-cuda12.1
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FROM nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04
# Annotation spec: https://github.com/opencontainers/image-spec/blob/main/annotations.md
ARG DESCRIPTION="PyTorch 2.3.0 / Python 3.10.12 / nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04"
ARG CREATED
ARG URL
ARG SOURCE
ARG VERSION
ARG REVISION
ARG VENDOR
ARG TITLE
LABEL org.label-schema.build-date=${CREATED} \
org.label-schema.url=${URL} \
org.label-schema.vcs-url=${SOURCE} \
org.label-schema.version=${VERSION} \
org.label-schema.vcs-ref=${REVISION} \
org.label-schema.vendor=${VENDOR} \
org.label-schema.name=${TITLE} \
org.label-schema.description=${DESCRIPTION} \
org.label-schema.schema-version="1.0" \
org.opencontainers.image.created=${CREATED} \
org.opencontainers.image.url=${URL} \
org.opencontainers.image.source=${SOURCE} \
org.opencontainers.image.version=${VERSION} \
org.opencontainers.image.revision=${REVISION} \
org.opencontainers.image.vendor=${VENDOR} \
org.opencontainers.image.title=${TITLE} \
org.opencontainers.image.description=${DESCRIPTION} \
org.opencontainers.image.base.digest="sha256:f4d8e1264366940438f0353da6f289c7bef069d993d111f8106086ccd18c4a30" \
org.opencontainers.image.base.name="docker.io/nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04" \
org.opencontainers.image.ref.name="nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04"
# Skips tzdata configuration
ARG DEBIAN_FRONTEND=noninteractive
# See http://bugs.python.org/issue19846
ENV LANG C.UTF-8
#ARG PYTHON=python3
ARG PIP=pip3
# Install python 3, make default and update pip
RUN apt-get update \
&& apt-get install -y python3 python3-pip \
&& apt-get -qq clean \
&& rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* \
&& update-alternatives --install /usr/bin/python python /usr/bin/python3 100 \
&& ${PIP} --no-cache-dir install -q --upgrade pip
RUN ${PIP} --no-cache-dir install -q --upgrade \
ipywidgets \
jupyterlab \
nltk \
opencv-python-headless \
pandas \
scikit-learn \
scikit-image \
seaborn
# Install pytorch
RUN ${PIP} --no-cache-dir install -q --upgrade \
torch==2.3.0 torchvision==0.18.0 torchaudio==2.3.0 --index-url https://download.pytorch.org/whl/cu121
RUN ${PIP} --no-cache-dir install -q --upgrade \
pytorch-lightning \
tensorboard
# 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"]