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Merge pull request #124 from iot-salzburg/update
Update build scripts for cuda 11.8 and PyTorch 2.x
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@@ -7,7 +7,7 @@ | |
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# Use NVIDIA CUDA as base image and run the same installation as in the other packages. | ||
# The version of cuda must match those of the packages installed in src/Dockerfile.gpulibs | ||
FROM nvidia/cuda:11.6.2-cudnn8-runtime-ubuntu20.04 | ||
FROM nvidia/cuda:11.8.0-cudnn8-runtime-ubuntu22.04 | ||
LABEL authors="Christoph Schranz <[email protected]>, Mathematical Michael <[email protected]>" | ||
# This is a concatenated Dockerfile, the maintainers of subsequent sections may vary. | ||
RUN chmod 1777 /tmp && chmod 1777 /var/tmp | ||
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@@ -17,15 +17,15 @@ RUN apt-get update && \ | |
apt-get -y install apt-utils | ||
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############################################################################ | ||
#################### Dependency: jupyter/base-image ######################## | ||
#################### Dependency: jupyter/docker-stacks-foundation ########## | ||
############################################################################ | ||
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# Copyright (c) Jupyter Development Team. | ||
# Distributed under the terms of the Modified BSD License. | ||
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# Ubuntu 20.04 (focal) | ||
# https://hub.docker.com/_/ubuntu/?tab=tags&name=focal | ||
ARG ROOT_CONTAINER=ubuntu:focal | ||
# Ubuntu 22.04 (jammy) | ||
# https://hub.docker.com/_/ubuntu/tags?page=1&name=jammy | ||
ARG ROOT_CONTAINER=ubuntu:22.04 | ||
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LABEL maintainer="Jupyter Project <[email protected]>" | ||
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@@ -50,15 +50,7 @@ RUN apt-get update --yes && \ | |
# - bzip2 is necessary to extract the micromamba executable. | ||
bzip2 \ | ||
ca-certificates \ | ||
fonts-liberation \ | ||
locales \ | ||
# - pandoc is used to convert notebooks to html files | ||
# it's not present in arm64 ubuntu image, so we install it here | ||
pandoc \ | ||
# - run-one - a wrapper script that runs no more | ||
# than one unique instance of some command with a unique set of arguments, | ||
# we use `run-one-constantly` to support `RESTARTABLE` option | ||
run-one \ | ||
sudo \ | ||
# - tini is installed as a helpful container entrypoint that reaps zombie | ||
# processes and such of the actual executable we want to start, see | ||
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@@ -106,7 +98,7 @@ RUN echo "auth requisite pam_deny.so" >> /etc/pam.d/su && \ | |
USER ${NB_UID} | ||
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# Pin python version here, or set it to "default" | ||
ARG PYTHON_VERSION=3.10 | ||
ARG PYTHON_VERSION=3.11 | ||
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# Setup work directory for backward-compatibility | ||
RUN mkdir "/home/${NB_USER}/work" && \ | ||
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@@ -117,8 +109,7 @@ RUN mkdir "/home/${NB_USER}/work" && \ | |
# Similar projects using Micromamba: | ||
# - Micromamba-Docker: <https://github.com/mamba-org/micromamba-docker> | ||
# - repo2docker: <https://github.com/jupyterhub/repo2docker> | ||
# Install Python, Mamba, Jupyter Notebook, Lab, and Hub | ||
# Generate a notebook server config | ||
# Install Python, Mamba and jupyter_core | ||
# Cleanup temporary files and remove Micromamba | ||
# Correct permissions | ||
# Do all this in a single RUN command to avoid duplicating all of the | ||
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@@ -131,7 +122,7 @@ RUN set -x && \ | |
# Should be simpler, see <https://github.com/mamba-org/mamba/issues/1437> | ||
arch="64"; \ | ||
fi && \ | ||
wget -qO /tmp/micromamba.tar.bz2 \ | ||
wget --progress=dot:giga -O /tmp/micromamba.tar.bz2 \ | ||
"https://micromamba.snakepit.net/api/micromamba/linux-${arch}/latest" && \ | ||
tar -xvjf /tmp/micromamba.tar.bz2 --strip-components=1 bin/micromamba && \ | ||
rm /tmp/micromamba.tar.bz2 && \ | ||
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@@ -144,12 +135,70 @@ RUN set -x && \ | |
--yes \ | ||
"${PYTHON_SPECIFIER}" \ | ||
'mamba' \ | ||
'notebook' \ | ||
'jupyterhub' \ | ||
'jupyterlab' && \ | ||
'jupyter_core' && \ | ||
rm micromamba && \ | ||
# Pin major.minor version of python | ||
mamba list python | grep '^python ' | tr -s ' ' | cut -d ' ' -f 1,2 >> "${CONDA_DIR}/conda-meta/pinned" && \ | ||
mamba clean --all -f -y && \ | ||
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" | ||
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# Configure container startup | ||
ENTRYPOINT ["tini", "-g", "--"] | ||
CMD ["start.sh"] | ||
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# Copy local files as late as possible to avoid cache busting | ||
COPY start.sh /usr/local/bin/ | ||
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# Switch back to jovyan to avoid accidental container runs as root | ||
USER ${NB_UID} | ||
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WORKDIR "${HOME}" | ||
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############################################################################ | ||
#################### Dependency: jupyter/base-notebook ##################### | ||
############################################################################ | ||
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# Copyright (c) Jupyter Development Team. | ||
# Distributed under the terms of the Modified BSD License. | ||
ARG OWNER=jupyter | ||
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LABEL maintainer="Jupyter Project <[email protected]>" | ||
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# Fix: https://github.com/hadolint/hadolint/wiki/DL4006 | ||
# Fix: https://github.com/koalaman/shellcheck/wiki/SC3014 | ||
SHELL ["/bin/bash", "-o", "pipefail", "-c"] | ||
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USER root | ||
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# Install all OS dependencies for notebook server that starts but lacks all | ||
# features (e.g., download as all possible file formats) | ||
RUN apt-get update --yes && \ | ||
apt-get install --yes --no-install-recommends \ | ||
fonts-liberation \ | ||
# - pandoc is used to convert notebooks to html files | ||
# it's not present in aarch64 ubuntu image, so we install it here | ||
pandoc \ | ||
# - run-one - a wrapper script that runs no more | ||
# than one unique instance of some command with a unique set of arguments, | ||
# we use `run-one-constantly` to support `RESTARTABLE` option | ||
run-one && \ | ||
apt-get clean && rm -rf /var/lib/apt/lists/* | ||
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USER ${NB_UID} | ||
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# Install Jupyter Notebook, Lab, and Hub | ||
# Generate a notebook server config | ||
# Cleanup temporary files | ||
# Correct permissions | ||
# Do all this in a single RUN command to avoid duplicating all of the | ||
# files across image layers when the permissions change | ||
WORKDIR /tmp | ||
RUN mamba install --yes \ | ||
'notebook' \ | ||
'jupyterhub' \ | ||
'jupyterlab' \ | ||
'nbclassic' && \ | ||
jupyter notebook --generate-config && \ | ||
mamba clean --all -f -y && \ | ||
npm cache clean --force && \ | ||
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@@ -158,16 +207,16 @@ RUN set -x && \ | |
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" | ||
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EXPOSE 8888 | ||
ENV JUPYTER_PORT=8888 | ||
EXPOSE $JUPYTER_PORT | ||
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# Configure container startup | ||
ENTRYPOINT ["tini", "-g", "--"] | ||
CMD ["start-notebook.sh"] | ||
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# Copy local files as late as possible to avoid cache busting | ||
COPY start.sh start-notebook.sh start-singleuser.sh /usr/local/bin/ | ||
COPY start-notebook.sh start-singleuser.sh /usr/local/bin/ | ||
# Currently need to have both jupyter_notebook_config and jupyter_server_config to support classic and lab | ||
COPY jupyter_server_config.py /etc/jupyter/ | ||
COPY jupyter_server_config.py docker_healthcheck.py /etc/jupyter/ | ||
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# Fix permissions on /etc/jupyter as root | ||
USER root | ||
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@@ -180,9 +229,8 @@ RUN sed -re "s/c.ServerApp/c.NotebookApp/g" \ | |
# HEALTHCHECK documentation: https://docs.docker.com/engine/reference/builder/#healthcheck | ||
# This healtcheck works well for `lab`, `notebook`, `nbclassic`, `server` and `retro` jupyter commands | ||
# https://github.com/jupyter/docker-stacks/issues/915#issuecomment-1068528799 | ||
HEALTHCHECK --interval=15s --timeout=3s --start-period=5s --retries=3 \ | ||
CMD wget -O- --no-verbose --tries=1 --no-check-certificate \ | ||
http${GEN_CERT:+s}://localhost:8888${JUPYTERHUB_SERVICE_PREFIX:-/}api || exit 1 | ||
HEALTHCHECK --interval=5s --timeout=3s --start-period=5s --retries=3 \ | ||
CMD /etc/jupyter/docker_healthcheck.py || exit 1 | ||
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# Switch back to jovyan to avoid accidental container runs as root | ||
USER ${NB_UID} | ||
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@@ -214,8 +262,6 @@ RUN apt-get update --yes && \ | |
tzdata \ | ||
unzip \ | ||
vim-tiny \ | ||
# Inkscape is installed to be able to convert SVG files | ||
inkscape \ | ||
# git-over-ssh | ||
openssh-client \ | ||
# less is needed to run help in R | ||
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@@ -225,7 +271,9 @@ RUN apt-get update --yes && \ | |
# https://nbconvert.readthedocs.io/en/latest/install.html#installing-tex | ||
texlive-xetex \ | ||
texlive-fonts-recommended \ | ||
texlive-plain-generic && \ | ||
texlive-plain-generic \ | ||
# Enable clipboard on Linux host systems | ||
xclip && \ | ||
apt-get clean && rm -rf /var/lib/apt/lists/* | ||
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# Create alternative for nano -> nano-tiny | ||
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@@ -234,6 +282,12 @@ RUN update-alternatives --install /usr/bin/nano nano /bin/nano-tiny 10 | |
# Switch back to jovyan to avoid accidental container runs as root | ||
USER ${NB_UID} | ||
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# Add R mimetype option to specify how the plot returns from R to the browser | ||
COPY --chown=${NB_UID}:${NB_GID} Rprofile.site /opt/conda/lib/R/etc/ | ||
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# Add setup scripts that may be used by downstream images or inherited images | ||
COPY setup-scripts/ /opt/setup-scripts/ | ||
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############################################################################ | ||
################# Dependency: jupyter/scipy-notebook ####################### | ||
############################################################################ | ||
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@@ -264,7 +318,7 @@ RUN apt-get update --yes && \ | |
USER ${NB_UID} | ||
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# Install Python 3 packages | ||
RUN mamba install --quiet --yes \ | ||
RUN mamba install --yes \ | ||
'altair' \ | ||
'beautifulsoup4' \ | ||
'bokeh' \ | ||
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@@ -277,9 +331,11 @@ RUN mamba install --quiet --yes \ | |
'h5py' \ | ||
'ipympl'\ | ||
'ipywidgets' \ | ||
'jupyterlab-git' \ | ||
'matplotlib-base' \ | ||
'numba' \ | ||
'numexpr' \ | ||
'openpyxl' \ | ||
'pandas' \ | ||
'patsy' \ | ||
'protobuf' \ | ||
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@@ -300,7 +356,7 @@ RUN mamba install --quiet --yes \ | |
# Install facets which does not have a pip or conda package at the moment | ||
WORKDIR /tmp | ||
RUN git clone https://github.com/PAIR-code/facets.git && \ | ||
jupyter nbextension install facets/facets-dist/ --sys-prefix && \ | ||
jupyter nbclassic-extension install facets/facets-dist/ --sys-prefix && \ | ||
rm -rf /tmp/facets && \ | ||
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" | ||
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@@ -326,30 +382,30 @@ LABEL maintainer="Christoph Schranz <[email protected]>, Mat | |
# installation via conda leads to errors in version 4.8.2 | ||
USER ${NB_UID} | ||
RUN pip install --upgrade pip && \ | ||
pip install --no-cache-dir tensorflow==2.10.1 keras==2.10 && \ | ||
pip install --no-cache-dir tensorflow==2.15.0 keras==2.15.0 && \ | ||
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" | ||
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# Install PyTorch with dependencies | ||
RUN conda install --quiet --yes \ | ||
pyyaml mkl mkl-include setuptools cmake cffi typing && \ | ||
conda clean --all -f -y && \ | ||
RUN mamba install --quiet --yes \ | ||
pyyaml setuptools cmake cffi typing && \ | ||
mamba clean --all -f -y && \ | ||
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" | ||
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# Check compatibility here: | ||
# https://pytorch.org/get-started/locally/ | ||
# Installation via conda leads to errors installing cudatoolkit=11.1 | ||
# RUN pip install --no-cache-dir torch==1.13.1 torchvision==0.14.1 torchaudio==0.13.1 && \ | ||
# torchviz==0.0.2 --extra-index-url https://download.pytorch.org/whl/cu116 | ||
# RUN pip install --no-cache-dir torch==2.1.0 torchvision==0.16.0 torchaudio==2.1.0 && \ | ||
# torchviz==0.0.2 --extra-index-url https://download.pytorch.org/whl/cu118 | ||
RUN set -ex \ | ||
&& buildDeps=' \ | ||
torch==1.13.1 \ | ||
torchvision==0.14.1 \ | ||
torchaudio==0.13.1 \ | ||
torch==2.1.0 \ | ||
torchvision==0.16.0 \ | ||
torchaudio==2.1.0 \ | ||
torchviz==0.0.2 \ | ||
' \ | ||
&& pip install --no-cache-dir $buildDeps --extra-index-url https://download.pytorch.org/whl/cu116 \ | ||
&& pip install --no-cache-dir $buildDeps --extra-index-url https://download.pytorch.org/whl/cu118 \ | ||
&& fix-permissions "${CONDA_DIR}" \ | ||
&& fix-permissions "/home/${NB_USER}" | ||
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@@ -363,13 +419,13 @@ RUN apt-get update && \ | |
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# reinstall nvcc with cuda-nvcc to install ptax | ||
USER $NB_UID | ||
RUN conda install -c nvidia cuda-nvcc -y && \ | ||
conda clean --all -f -y && \ | ||
RUN mamba install -c nvidia cuda-nvcc -y && \ | ||
mamba clean --all -f -y && \ | ||
fix-permissions $CONDA_DIR && \ | ||
fix-permissions /home/$NB_USER | ||
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USER root | ||
RUN ln -s /opt/conda/bin/ptxas /usr/bin/ptxas | ||
RUN ln -s $CONDA_DIR/bin/ptxas /usr/bin/ptxas | ||
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USER $NB_UID | ||
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@@ -0,0 +1,4 @@ | ||
# Add R mimetype to specify how the plot returns from R to the browser. | ||
# https://notebook.community/andrie/jupyter-notebook-samples/Changing%20R%20plot%20options%20in%20Jupyter | ||
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options(jupyter.plot_mimetypes = c('text/plain', 'image/png', 'image/jpeg', 'image/svg+xml', 'application/pdf')) |
Submodule docker-stacks
updated
138 files
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@@ -0,0 +1,21 @@ | ||
#!/usr/bin/env python3 | ||
# Copyright (c) Jupyter Development Team. | ||
# Distributed under the terms of the Modified BSD License. | ||
import json | ||
import os | ||
from pathlib import Path | ||
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import requests | ||
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# A number of operations below deliberately don't check for possible errors | ||
# As this is a healthcheck, it should succeed or raise an exception on error | ||
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runtime_dir = Path("/home/") / os.environ["NB_USER"] / ".local/share/jupyter/runtime/" | ||
json_file = next(runtime_dir.glob("*server-*.json")) | ||
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url = json.loads(json_file.read_bytes())["url"] | ||
url = url + "api" | ||
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r = requests.get(url, verify=False) # request without SSL verification | ||
r.raise_for_status() | ||
print(r.content) |
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@@ -0,0 +1,33 @@ | ||
#!/bin/bash | ||
set -exuo pipefail | ||
# Requirements: | ||
# - Run as non-root user | ||
# - The JULIA_PKGDIR environment variable is set | ||
# - Julia is already set up, with the setup-julia.bash command | ||
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# Install base Julia packages | ||
julia -e ' | ||
import Pkg; | ||
Pkg.update(); | ||
Pkg.add([ | ||
"HDF5", | ||
"IJulia", | ||
"Pluto" | ||
]); | ||
Pkg.precompile(); | ||
' | ||
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# Move the kernelspec out to the system share location. Avoids | ||
# problems with runtime UID change not taking effect properly on the | ||
# .local folder in the jovyan home dir. move kernelspec out of home | ||
mv "${HOME}/.local/share/jupyter/kernels/julia"* "${CONDA_DIR}/share/jupyter/kernels/" | ||
chmod -R go+rx "${CONDA_DIR}/share/jupyter" | ||
rm -rf "${HOME}/.local" | ||
fix-permissions "${JULIA_PKGDIR}" "${CONDA_DIR}/share/jupyter" | ||
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# Install jupyter-pluto-proxy to get Pluto to work on JupyterHub | ||
mamba install --yes \ | ||
'jupyter-pluto-proxy' && \ | ||
mamba clean --all -f -y && \ | ||
fix-permissions "${CONDA_DIR}" && \ | ||
fix-permissions "/home/${NB_USER}" |
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