Dockerfile

#!/bin/bash

# ==================================================================
# Initial setup
# ------------------------------------------------------------------

    # Ubuntu 20.04 as base image
    FROM ubuntu:20.04
    RUN yes| unminimize

    # Set ENV variables
    ENV LANG C.UTF-8
    ENV SHELL=/bin/bash
    ENV DEBIAN_FRONTEND=noninteractive

    ENV APT_INSTALL="apt-get install -y --no-install-recommends"
    ENV PIP_INSTALL="python3 -m pip --no-cache-dir install --upgrade"
    ENV GIT_CLONE="git clone --depth 10"


# ==================================================================
# Tools
# ------------------------------------------------------------------

    RUN apt-get update && \
        $APT_INSTALL \
        apt-utils \
        gcc \
        make \
        pkg-config \
        apt-transport-https \
        build-essential \
        ca-certificates \
        wget \
        rsync \
        git \
        vim \
        mlocate \
        libssl-dev \
        curl \
        openssh-client \
        unzip \
        unrar \
        zip \
        csvkit \
        emacs \
        joe \
        jq \
        dialog \
        man-db \
        manpages \
        manpages-dev \
        manpages-posix \
        manpages-posix-dev \
        nano \
        iputils-ping \
        sudo \
        ffmpeg \
        libsm6 \
        libxext6 \
        libboost-all-dev \
        cifs-utils \
        software-properties-common


# ==================================================================
# Python
# ------------------------------------------------------------------

    #Based on https://launchpad.net/~deadsnakes/+archive/ubuntu/ppa

    # Adding repository for python3.11
    RUN add-apt-repository ppa:deadsnakes/ppa -y && \

    # Installing python3.11
        $APT_INSTALL \
        python3.11 \
        python3.11-dev \
        python3.11-venv \
        python3-distutils-extra

    # Add symlink so python and python3 commands use same python3.9 executable
    RUN ln -s /usr/bin/python3.11 /usr/local/bin/python3 && \
        ln -s /usr/bin/python3.11 /usr/local/bin/python

    # Installing pip
    RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.11
    ENV PATH=$PATH:/root/.local/bin


# ==================================================================
# PyTorch
# ------------------------------------------------------------------

    # Based on https://pytorch.org/get-started/locally/

    RUN $PIP_INSTALL torch torchvision torchaudio torchtext && \
        

# ==================================================================
# TensorFlow
# ------------------------------------------------------------------

    # Based on https://www.tensorflow.org/install/pip

    $PIP_INSTALL tensorflow && \


# ==================================================================
# Hugging Face
# ------------------------------------------------------------------
    
    # Based on https://huggingface.co/docs/transformers/installation
    # Based on https://huggingface.co/docs/datasets/installation

    $PIP_INSTALL datasets && \


# ==================================================================
# JupyterLab
# ------------------------------------------------------------------

    # Based on https://jupyterlab.readthedocs.io/en/stable/getting_started/installation.html#pip

    $PIP_INSTALL jupyterlab==3.4.6 && \


# ==================================================================
# Additional Python Packages
# ------------------------------------------------------------------

    $PIP_INSTALL \
        numpy==1.23.4 \
        scipy==1.9.2 \
        pandas==1.5.0 \
        cloudpickle==2.2.0 \
        scikit-image \
        matplotlib==3.6.1 \
        ipython==8.5.0 \
        ipykernel==6.16.0 \
        ipywidgets==8.0.2 \
        cython==0.29.32 \
        tqdm==4.64.1 \
        gdown \
        xgboost==1.6.2 \
        pillow==9.2.0 \
        seaborn==0.12.0 \
        sqlalchemy==1.4.41 \
        spacy==3.4.1 \
        nltk==3.7 \
        boto3==1.24.90 \
        tabulate==0.9.0 \
        future==0.18.2 \
        gradient==2.0.6 \
        jsonify==0.5 \
        opencv-python==4.6.0.66 \
        sentence-transformers==2.2.2 \
        wandb==0.13.4 \
        awscli==1.25.91 \
        jupyterlab-snippets==0.4.1 \
        tornado==6.1
# ==================================================================
# Installing transformers & scikit image (fixed)
# ------------------------------------------------------------------
    RUN pip install -U git+https://github.com/huggingface/transformers

    RUN pip install --pre scikit-learn
# ==================================================================
# Installing JRE and JDK
# ------------------------------------------------------------------

    RUN $APT_INSTALL \
        default-jre \
        default-jdk


# ==================================================================
# CMake
# ------------------------------------------------------------------

    RUN $GIT_CLONE https://github.com/Kitware/CMake ~/cmake && \
        cd ~/cmake && \
        ./bootstrap && \
        make -j"$(nproc)" install


# ==================================================================
# Node.js and Jupyter Notebook Extensions
# ------------------------------------------------------------------

    RUN curl -sL https://deb.nodesource.com/setup_16.x | bash  && \
        $APT_INSTALL nodejs  && \
        $PIP_INSTALL jupyter_contrib_nbextensions jupyterlab-git && \
        jupyter contrib nbextension install --user
                

# ==================================================================
# Startup
# ------------------------------------------------------------------

    EXPOSE 8888 6006

    CMD jupyter-lab \
    --ip 0.0.0.0 \
    --port 7860 \
    --no-browser \
    --allow-root \
    --ServerApp.token="$JUPYTER_TOKEN" \
    --ServerApp.tornado_settings="{'headers': {'Content-Security-Policy': 'frame-ancestors *'}}" \
    --ServerApp.cookie_options="{'SameSite': 'None', 'Secure': True}" \
    --ServerApp.disable_check_xsrf=True \
    --LabApp.news_url=None \
    --LabApp.check_for_updates_class="jupyterlab.NeverCheckForUpdate"