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FROM nvidia/cuda:11.8.0-base-ubuntu22.04
LABEL maintainer="nclxwen@gmail.com"
RUN rm -f /etc/apt/sources.list.d/*.list
RUN sed -i "s/archive.ubuntu.com/mirrors.aliyun.com/g" /etc/apt/sources.list
RUN apt-get update
RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \
PIP_INSTALL="python -m pip --no-cache-dir install --upgrade" && \
GIT_CLONE="git clone --depth 10" && \
rm -rf /var/lib/apt/lists/* \
/etc/apt/sources.list.d/cuda.list \
/etc/apt/sources.list.d/nvidia-ml.list && \
apt-get update && \
# ==================================================================
# tools
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
build-essential \
apt-utils \
ca-certificates \
cmake \
curl \
wget \
git \
vim \
&& \
# ==================================================================
# python
# ------------------------------------------------------------------
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
software-properties-common \
&& \
add-apt-repository ppa:deadsnakes/ppa && \
apt-get update && \
DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
python3.11 \
python3.11-dev \
python3-distutils-extra \
&& \
wget -O ~/get-pip.py \
https://bootstrap.pypa.io/get-pip.py && \
python3.11 ~/get-pip.py && \
ln -s /usr/bin/python3.11 /usr/local/bin/python3 && \
ln -s /usr/bin/python3.11 /usr/local/bin/python && \
$PIP_INSTALL \
pip \
setuptools \
&& \
$PIP_INSTALL \
numpy \
scipy \
pandas \
cloudpickle \
scikit-learn \
matplotlib \
Cython \
&& \
# ==================================================================
# jupyter
# ------------------------------------------------------------------
$PIP_INSTALL \
jupyter \
&& \
# ==================================================================
# some tools I used
# ------------------------------------------------------------------
$PIP_INSTALL \
nilearn\
mne\
numba\
nni \
&&\
# ------------------------------------------------------------------
# pytorch
# ------------------------------------------------------------------
$PIP_INSTALL \
future \
numpy \
protobuf \
enum34 \
pyyaml \
typing \
h5py \
&& \
$PIP_INSTALL \
torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 \
&& \
# ==================================================================
# config & cleanup
# ------------------------------------------------------------------
ldconfig && \
apt-get clean && \
apt-get autoremove && \
rm -rf /var/lib/apt/lists/* /tmp/* ~/*
# =================================
# settings
# =================================
# set up jupyter notebook
COPY jupyter_notebook_config.py /root/.jupyter/
EXPOSE 8888 6006
RUN mkdir /notebook
CMD jupyter notebook --no-browser --allow-root
WORKDIR /notebook